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Kawashima J, Akabane M, Khalil M, Woldesenbet S, Endo Y, Sahara K, Ruzzenente A, Ratti F, Marques HP, Oliveira S, Balaia J, Cauchy F, Lam V, Poultsides GA, Kitago M, Popescu I, Martel G, Gleisner A, Hugh T, Weiss M, Aucejo F, Aldrighetti L, Endo I, Pawlik TM. Model of End-Stage Liver Disease-alpha-fetoprotein-tumor burden (MELD-AFP-TBS) score to stratify prognosis after liver resection for hepatocellular carcinoma. Surgery 2025; 183:109388. [PMID: 40311416 DOI: 10.1016/j.surg.2025.109388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Revised: 03/06/2025] [Accepted: 03/31/2025] [Indexed: 05/03/2025]
Abstract
INTRODUCTION Morphologic criteria, such as the Barcelona Clinic Liver Cancer staging system often fail to accurately predict long-term survival among patients undergoing liver resection for hepatocellular carcinoma. We sought to develop a continuous risk score that incorporates established markers of tumor biology and liver function to improve the prediction of overall survival. METHODS Data from a multi-institutional database were used to identify patients who underwent curative-intent hepatectomy for hepatocellular carcinoma. A predictive score for overall survival was developed using weighted beta-coefficients from a multivariable Cox regression model. RESULTS Among 850 patients, 595 (70.0%) were assigned to the training cohort, and 255 (30.0%) to the test cohort. In the training cohort, multivariable analysis identified the Model of End-Stage Liver Disease (hazard ratio, 1.04; 95% confidence interval, 1.01-1.07), log-transformed alpha-fetoprotein (hazard ratio, 1.07; 95% confidence interval, 1.02-1.13), and tumor burden score (hazard ratio, 1.07; 95% confidence interval, 1.03-1.11) as independent predictors of worse overall survival. The Model of End-Stage Liver Disease-alpha-fetoprotein-tumor burden score, based on the Cox model, stratified patients into low-risk (n = 466, 78.3%) with a 5-year OS of 70.5% and high-risk (n = 129, 21.7%) with a 5-year OS of 47.0% (P < .001). In the test cohort, the Model of End-Stage Liver Disease-alpha-fetoprotein-tumor burden score demonstrated superior discriminative accuracy (C-index: 0.72, time-dependent area under the curve 1-year: 0.80, 3-year 0.76, 5-year 0.70) compared with the Barcelona Clinic Liver Cancer staging system (C-index: 0.53, time-dependent area under the curve 1-year: 0.61, 3-year 0.55, 5-year 0.56). An online tool was made accessible at https://jk-osu.shinyapps.io/MELD_AFP_TBS/. CONCLUSION The Model of End-Stage Liver Disease-alpha-fetoprotein-tumor burden score provides a novel, accurate tool for prognostic stratification of patients with hepatocellular carcinoma, identifying high-risk patients who may benefit from alternative treatments to improve outcomes.
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Affiliation(s)
- Jun Kawashima
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH; Department of Gastroenterological Surgery, Yokohama City University, Yokohama, Japan
| | - Miho Akabane
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | - Mujtaba Khalil
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | - Selamawit Woldesenbet
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | - Yutaka Endo
- Department of Transplant Surgery, University of Rochester Medical Center, Rochester, NY
| | - Kota Sahara
- Department of Gastroenterological Surgery, Yokohama City University, Yokohama, Japan
| | - Andrea Ruzzenente
- Division of General and Hepatobiliary Surgery, University of Verona, Verona, Italy
| | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Sara Oliveira
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Jorge Balaia
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - François Cauchy
- Department of HPB Surgery and Liver Transplantation, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Westmead, New South Wales, Australia
| | | | - Minoru Kitago
- Department of Surgery, Keio University, Tokyo, Japan
| | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | - Ana Gleisner
- Department of Surgery, University of Colorado Denver, Denver, CO
| | - Tom Hugh
- Department of Surgery, The University of Sydney, Sydney, New South Wales, Australia
| | - Matthew Weiss
- Department of Surgery, Cancer Institute, Northwell Health, New Hyde Park, NY
| | - Federico Aucejo
- Department of Hepato-pancreato-biliary & Liver Transplant Surgery, Cleveland Clinic Foundation, Digestive Diseases and Surgery Institute, Cleveland, OH
| | | | - Itaru Endo
- Department of Gastroenterological Surgery, Yokohama City University, Yokohama, Japan
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH.
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Lai Q, Pawlik TM, Ajdini S, Emond J, Halazun K, Soin AS, Bhangui P, Yoshizumi T, Toshima T, Panzer M, Schaefer B, Hoppe-Lotichius M, Mittler J, Ito T, Hatano E, Rossi M, Chan ACY, Wong T, Chen CL, Lin CC, Vitale A, Coubeau L, Cillo U, Lerut JP. Development and Validation of a Pre-Transplant Risk Score (LT-MVI Score) to Predict Microvascular Invasion in Hepatocellular Carcinoma Candidates for Liver Transplantation. Cancers (Basel) 2025; 17:1418. [PMID: 40361345 PMCID: PMC12070955 DOI: 10.3390/cancers17091418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2025] [Revised: 04/20/2025] [Accepted: 04/21/2025] [Indexed: 05/15/2025] Open
Abstract
Background/Objectives: MVI is a relevant prognostic factor among patients with hepatocellular carcinoma (HCC) receiving liver transplantation (LT). The preoperative assessment of the risk for MVI is relevant to pre-LT patient management and selection. The objective of this study was to create and validate a model to predict microvascular invasion (MVI) based on preoperative variables in the LT setting. Methods: A total of 2170 patients from 11 collaborative centers in Europe, Asia, and the US, who received transplants between 1 January 2000 and 31 December 2017, were enrolled in the study. The entire cohort was split into a training and a validation set (70/30% of the initial cohort, respectively) using random selection. Results: MVI was reported in 586 (27.0%) explanted specimens. Using the training set data, multivariable logistic regression identified three preoperative parameters associated with MVI: α-fetoprotein (lnAFP; odds ratio [OR] = 1.19; 95% confidence interval [CI] = 1.13-1.27), imaging tumor burden score (lnTBS; OR = 1.66; 95%CI = 1.39-1.99), and a fast-track approach before LT due to the availability of a live donation (OR = 1.99; 95%CI = 1.56-2.53). In the validation set, the LT-MVI c-index was 0.74, versus 0.69 for the MVI score proposed by Endo et al. (Brier Skill Score +75%). The new score had a relevant net reclassification index (overall value = 0.61). Stratifying the validation set into three risk categories (0-50th, 51st-75th, and >75th score percentiles), a very good stratification was observed in terms of disease-free (5-year: 89.3, 75.5, and 50.7%, respectively) and overall survival (5-year: 79.5, 72.6, and 53.7%, respectively). Conclusions: The preoperative assessment of MVI using the proposed score demonstrated very good accuracy in predicting MVI after LT.
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Affiliation(s)
- Quirino Lai
- General Surgery and Organ Transplantation Unit, AOU Policlinico Umberto I, Sapienza University of Rome, 00185 Rome, Italy; (S.A.); (M.R.)
| | - Timothy M. Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA;
| | - Suela Ajdini
- General Surgery and Organ Transplantation Unit, AOU Policlinico Umberto I, Sapienza University of Rome, 00185 Rome, Italy; (S.A.); (M.R.)
| | - Jean Emond
- The New York Presbyterian Hospital, Columbia University, New York, NY 10032, USA
| | - Karim Halazun
- Department of Surgery, Division Hepatobiliary and Pancreatic Surgery, NYU Langone Medical Center, New York, NY 10006, USA
| | - Arvinder S. Soin
- Medanta Institute of Liver Transplantation and Regenerative Medicine, Medanta-The Medicity, Gurgaon 122001, India (P.B.)
| | - Prashant Bhangui
- Medanta Institute of Liver Transplantation and Regenerative Medicine, Medanta-The Medicity, Gurgaon 122001, India (P.B.)
| | - Tomoharu Yoshizumi
- Department of Surgery and Science, Kyushu University, Fukuoka 819-0395, Japan; (T.Y.); (T.T.)
| | - Takeo Toshima
- Department of Surgery and Science, Kyushu University, Fukuoka 819-0395, Japan; (T.Y.); (T.T.)
| | - Marlene Panzer
- Department of Medicine I, Gastroenterology, Hepatology and Endocrinology, Medical University of Innsbruck, 6020 Innsbruck, Austria (B.S.)
| | - Benedikt Schaefer
- Department of Medicine I, Gastroenterology, Hepatology and Endocrinology, Medical University of Innsbruck, 6020 Innsbruck, Austria (B.S.)
| | - Maria Hoppe-Lotichius
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Universitätsmedizin Mainz, 55131 Mainz, Germany; (M.H.-L.); (J.M.)
| | - Jens Mittler
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Universitätsmedizin Mainz, 55131 Mainz, Germany; (M.H.-L.); (J.M.)
| | - Takashi Ito
- Division of Hepato-Biliary-Pancreatic and Transplant Surgery, Department of Surgery, Graduate School of Medicine, Kyoto 606-8303, Japan; (T.I.); (E.H.)
| | - Etsuro Hatano
- Division of Hepato-Biliary-Pancreatic and Transplant Surgery, Department of Surgery, Graduate School of Medicine, Kyoto 606-8303, Japan; (T.I.); (E.H.)
| | - Massimo Rossi
- General Surgery and Organ Transplantation Unit, AOU Policlinico Umberto I, Sapienza University of Rome, 00185 Rome, Italy; (S.A.); (M.R.)
| | - Albert C. Y. Chan
- Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, China; (A.C.Y.C.); (T.W.)
| | - Tiffany Wong
- Department of Surgery, Queen Mary Hospital, The University of Hong Kong, Hong Kong, China; (A.C.Y.C.); (T.W.)
| | - Chao-Long Chen
- Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, College of Medicine, Chang Gung University, Kaohsiung 83301, Taiwan, China (C.-C.L.)
| | - Chih-Che Lin
- Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, College of Medicine, Chang Gung University, Kaohsiung 83301, Taiwan, China (C.-C.L.)
| | - Alessandro Vitale
- Department of Surgery, Oncology and Gastroenterology, University of Padua, 35122 Padua, Italy; (A.V.)
| | - Laurent Coubeau
- Institut de Recherche Clinique, Université Catholique de Louvain, 1348 Brussels, Belgium; (L.C.); (J.P.L.)
| | - Umberto Cillo
- Department of Surgery, Oncology and Gastroenterology, University of Padua, 35122 Padua, Italy; (A.V.)
| | - Jan P. Lerut
- Institut de Recherche Clinique, Université Catholique de Louvain, 1348 Brussels, Belgium; (L.C.); (J.P.L.)
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Lu T, Xie K, Chen Y, Ma M, Guo Y, Jin T, Dai C, Xu F. Development and validation of a new prognostic tool for hepatocellular carcinoma undergoing resection: The Weighted Alpha-Fetoprotein Tumor Burden Score (WATS). EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2025; 51:109677. [PMID: 40009918 DOI: 10.1016/j.ejso.2025.109677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 01/30/2025] [Accepted: 02/06/2025] [Indexed: 02/28/2025]
Abstract
PURPOSE This study aimed to develop and validate a novel prognostic index, the Weighted Alpha-Fetoprotein Tumor Burden Score (WATS), for predicting outcomes in hepatocellular carcinoma (HCC) patients undergoing resection. MATERIALS AND METHODS A total of 772 resected HCC patients were included. WATS was developed and validated using an 8:2 cohort split. The score was derived from multivariate Cox regression, resulting in the formula: WATS = 0.73 × tumor number +0.17 × tumor size +0.1 × ln AFP. The time-dependent ROC curve assessed the score's predictive ability, while restricted cubic splines evaluated the dose-response relationship between WATS and prognostic outcomes. Kaplan-Meier curves and multivariate Cox regression further validated the prognostic accuracy. RESULTS In the training cohort, AUCs for progression-free survival (PFS) at 1, 2, 3, 4, and 5 years were 0.683, 0.664, 0.661, 0.633, and 0.620, respectively; for overall survival (OS), they were 0.757, 0.732, 0.703, 0.672, and 0.670, respectively. In the validation cohort, AUCs for PFS were 0.711, 0.654, 0.671, 0.662, and 0.684, respectively; for OS, they were 0.724, 0.688, 0.642, 0.698, and 0.721, respectively. WATS outperformed other complex indicators and staging systems. RCS analysis showed a linear relationship between WATS and outcomes. The nomogram based on WATS demonstrated excellent discrimination, calibration, and clinical benefit. CONCLUSION WATS is a novel, reliable prognostic tool for HCC post-resection, offering enhanced patient stratification and risk assessment, thereby improving clinical management.
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Affiliation(s)
- Tonghui Lu
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
| | - Kailing Xie
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China; Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, 410011, People's Republic of China; Department of Geriatric Surgery, The Second Xiangya Hospital of Central South University, Changsha, 410011, People's Republic of China.
| | - Yan Chen
- Department of Cardiology, Second Hospital of Dalian Medical University, Dalian, People's Republic of China.
| | - Mingxiu Ma
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
| | - Yaming Guo
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
| | - Tianqiang Jin
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
| | - Chaoliu Dai
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
| | - Feng Xu
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, 110004, People's Republic of China.
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Shousha HI, Barakat EMF, Rewisha E, El-Kassas M, Moustafa EF, Said M, Abdelaziz AO, Askar SR, Elkhateeb E, Tawheed A, Abdelmalek MO, Ramadan A, Abdelmaksoud AH, Alfattah Shamkh MA, Sayed H, Riad AR, Nassief A, Nabeel MM, Abdelrazek YA, Abdeen N, Elbaz T, Sayed SA, Eldaly U, Lithy R, Abdelaziz AA, Hashem MB, Niazi G, Abo-Elazm OM, Kohla M. Survival of patients with non-viral hepatocellular carcinoma treated with trans-arterial chemoembolization: A multicenter cohort study. Arab J Gastroenterol 2025; 26:94-103. [PMID: 39794187 DOI: 10.1016/j.ajg.2024.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2024] [Revised: 09/23/2024] [Accepted: 12/07/2024] [Indexed: 01/13/2025]
Abstract
BACKGROUND AND STUDY AIMS Few studies have considered patients treated with trans-arterial chemoembolization (TACE) for non-viral-induced hepatocellular carcinoma (HCC), with some reporting that those patients may have larger tumors, emphasizing the need for determination of the factors affecting survival in such patients. This work aims to study the characteristics and survival of patients with non-viral related HCC treated with TACE. PATIENTS AND METHODS This is a multicenter observational study. Patients (166) with non-viral related HCC treated with TACE were recruited from six tertiary care centers (January 2008- June 2022). Follow-up continued until death or the end of the study (August 2023). RESULTS The patients had a mean age of 60.2 ± 9.5 years, a male predominance of 79.5 %. The mean size of the lesions was 5.71 ± 3.02 cm, and 42.8 % of the patients had a single lesion. After a median follow-up period of 27.02 months (IQR 14.99-39.37), the median overall survival (OS) was 42.14 months. The Cox regression hazard model revealed that the independent factors affecting survival were: multiple focal lesions, exceeding five in number, have a substantially higher hazard of death (HR = 8.5, p-value = 0.001) compared to those with a single focal lesion. HAP score grade D exhibited a threefold increase in the hazard of death (HR = 3.8, p-value 0.007). Individuals who did not respond positively to treatment faced a significantly higher risk of death (HR = 10.76, p-value 0.001). Albumin-bilirubin score (ALBI), Easy ALBI, platelet albumin (PAL), platelet albumin bilirubin score (PALBI), The hepatoma arterial-embolisation (HAP) and Tumor burden score were found not to impact the survival of our patients. CONCLUSION Tumor burden is an important determinant of survival after TACE in patients with non-viral HCC. HAP score can be implemented in selecting patients who would benefit from TACE.
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Affiliation(s)
- Hend Ibrahim Shousha
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt.
| | - Eman M F Barakat
- Hepatoma Group, Tropical Medicine Department, Ain Shams University, Cairo, Egypt
| | - Eman Rewisha
- Hepatology and Gastroenterology Department, National Liver Institute, Menoufia University, Menoufia, Egypt
| | | | - Ehab Fawzy Moustafa
- Department of Tropical Medicine and Gastroenterology, Assiut University, Assuit, Egypt
| | - Mohamed Said
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt; National Medical Institute of Damnhour, Damnhour, Egypt
| | - Ashraf Omar Abdelaziz
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt
| | - Safaa Ragab Askar
- Hepatoma Group, Tropical Medicine Department, Ain Shams University, Cairo, Egypt
| | - Eman Elkhateeb
- Hepatology and Gastroenterology Department, National Liver Institute, Menoufia University, Menoufia, Egypt
| | - Ahmed Tawheed
- Endemic Medicine Department, Helwan University, Cairo, Egypt
| | | | - Ahmed Ramadan
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt
| | | | | | - Hamdy Sayed
- Endemic Medicine Department, Helwan University, Cairo, Egypt
| | - Ahmed Radwan Riad
- Department of Tropical Medicine and Gastroenterology, Assiut University, Assuit, Egypt
| | - Anwar Nassief
- National Medical Institute of Damnhour, Damnhour, Egypt
| | | | | | - Nermeen Abdeen
- Tropical Medicine Department, Alexandria University, Alexandria, Egypt
| | - Tamer Elbaz
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt
| | - Sayed Ahmed Sayed
- Hepatoma Group, Tropical Medicine Department, Ain Shams University, Cairo, Egypt
| | - Usama Eldaly
- Medical Oncology Department, Damietta Oncology Center, Damietta, Egypt
| | - Rania Lithy
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt
| | | | - Mohamed Bassam Hashem
- Endemic Medicine and Hepato-gastroenterology Department, Cairo University, Cairo, Egypt
| | - Gamal Niazi
- Diagnostic and Interventional Radiology Department, Ain Shams University Cairo, Egypt
| | - Omnia M Abo-Elazm
- Department of Biostatistics and Cancer Epidemiology, National Cancer Institute, Cairo, Egypt
| | - Mohamed Kohla
- Hepatology and Gastroenterology Department, National Liver Institute, Menoufia University, Menoufia, Egypt
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Jiang C, Qin F, Yan J, Zou J, Wang H, Zhang H, Feng X, Hou G. Tumor burden score is superior to primary liver cancer stages in predicting prognosis for patients with combined hepatocellular-cholangiocarcinoma after surgery: A multi-center study. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024; 50:108610. [PMID: 39213695 DOI: 10.1016/j.ejso.2024.108610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Revised: 08/07/2024] [Accepted: 08/16/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Combined hepatocellular-cholangiocarcinoma (cHCC-CCA) is poorly understood, while the predictive value of the staging in which it is included is controversial. METHODS Patients with cHCC-CCA underwent radical hepatectomy in two medical centers in China were enrolled and staged based on optimal cut-off values of tumor burden score (TBS), determined using the X-Tile. The association between TBS and prognosis was evaluated by Cox proportional hazard models and Kaplan-Meier curves with Log-rank test. TBS model and primary liver cancer (PLC) stages were compared by discrimination, consistency, and clinical utility, which were further validated by a 5-folds cross-validation. RESULTS A total of 192 patients were stratified into low, medium, and high TBS, comprising 92, 51 and 49 patients, respectively. Prognoses worsened with elevated TBS in both the training and validation cohorts. TBS was not only an independent prognostic indicator in univariate and multivariate cox regression, but also a stable risk factor in subgroup analysis according to baseline variables. TBS exhibited best discrimination within these predictive models, as evidenced by the highest c-index and area under curve values of time-dependent receiver operating curves within 5 years post-surgery. TBS calibration plots revealed favorable consistency between prediction and observation. Decision curve analysis suggested higher net benefits for TBS. A 5-folds cross-validation revealed consistent results. CONCLUSIONS TBS could be applied to stratify cHCC-CCA patients after surgery into groups with statistically different prognoses. Moreover, TBS exhibited optimal prognostic value over all available PLC stages and may inform clinical decisions.
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Affiliation(s)
- Chuang Jiang
- Division of Liver Surgery, Department of General Surgery and Laboratory of Liver Surgery, and State Key Laboratory of Biotherapy and Collaborative Innovation Center of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Fangying Qin
- Department of Emergency, 363 Hospital, Chengdu, 610041, China
| | - Jiaxin Yan
- Department of Pathology, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Jing Zou
- Department of Hepato-Biliary-Pancreatic Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Haiqing Wang
- Department of Hepato-Biliary-Pancreatic Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China.
| | - Hui Zhang
- Department of Hepato-Biliary-Pancreatic Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China.
| | - Xielin Feng
- Department of Hepato-Biliary-Pancreatic Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China.
| | - Guimin Hou
- Department of Hepato-Biliary-Pancreatic Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610041, China.
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Nandy K, Patkar S, Varty G, Shah T, Pawar A, Goel M. Tumor burden score as a prognostic factor in patients with intermediate and locally advanced hepatocellular carcinoma undergoing liver resection: an attempt to extend resectability criteria. HPB (Oxford) 2024; 26:1180-1189. [PMID: 38880720 DOI: 10.1016/j.hpb.2024.05.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Revised: 04/25/2024] [Accepted: 05/28/2024] [Indexed: 06/18/2024]
Abstract
BACKGROUND Surgery is currently recommended as a curative treatment option for hepatocellular carcinomas (HCC) belonging to Barcelona Clinic Liver Cancer (BCLC) stage A only. This study aims to classify various BCLC groups as per Tumor Burden Score (TBS) in an attempt to identify patients who could benefit from resection. MATERIALS AND METHODS A retrospective analysis of a prospectively maintained database of all patients operated for HCC between January 2010 and July 2022 was performed. TBS was defined as, TBS2 = (maximum tumor diameter)2 + (number of tumors)2. RESULTS Two hundred and ninety-one patients who underwent resection were staged as per the latest BCLC (A = 219, B = 45, C = 27) staging. Patients were segregated into low (<7.3) and high (>7.3) TBS. With a median follow-up of 36.2 months, the median OS for stages, A and B in the low TBS group was 107.4 and 42.7 months respectively. Median OS was not reached for patients in the BCLC C stage. In patients with high TBS, the median OS for BCLC A, B and C was 42.3, 25.72, and 16.9 months respectively. CONCLUSION TBS is a significant factor influencing survival in patients of HCC. TBS can be used to stratify patients in BCLC B and C stages and help select patients who would benefit from surgical resection to achieve good long-term survival with acceptable morbidity.
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Affiliation(s)
- Kunal Nandy
- Division of Hepatobiliary Surgical Oncology, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India
| | - Shraddha Patkar
- Division of Hepatobiliary Surgical Oncology, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India.
| | - Gurudutt Varty
- Division of Hepatobiliary Surgical Oncology, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India
| | - Tanvi Shah
- Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India
| | - Akash Pawar
- Clinical Research Secretariat, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India
| | - Mahesh Goel
- Division of Hepatobiliary Surgical Oncology, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Parel, Mumbai, Maharashtra, India
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Ma W, Liu R, Wang J, Liu L, Qiu Z, Yu J, Wang W. High tumor burden score indicated the unfavorable prognosis in patients with hepatocellular carcinoma: A meta-analysis. PLoS One 2024; 19:e0308570. [PMID: 39116157 PMCID: PMC11309382 DOI: 10.1371/journal.pone.0308570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 07/25/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND Tumor burden score (TBS) based on maximum tumor diameter and number has been shown to correlate with prognosis in patients with hepatocellular carcinoma (HCC). Nevertheless, the results are conflicting. Hence, we conducted a meta-analysis to analyze the association between TBS and survival outcomes of HCC patients. METHODS A comprehensively search of the databases including PubMed, Embase and Web of Science was performed to retrieve studies satisfying the inclusion criteria until August 31, 2023. The hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated. All the data analyses were carried out by STATA 12.0. RESULTS 10 retrospective studies containing 25073 patients were incorporated in the study. The results demonstrated that high TBS was markedly association with poor overall survival (OS) (HR: 1.79, 95% CI: 1.45-2.23) and relapse-free survival / progression-free survival(RFS/PFS) (HR: 1.71; 95% CI: 1.42-2.07). Subgroup analysis showed that the prognostic value of TBS in HCC was not affected by any subgroup. CONCLUSIONS TBS may be an efficient prognostic index in HCC patients.
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Affiliation(s)
- Wangbin Ma
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Rongqiang Liu
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Jianguo Wang
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Li Liu
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Zhendong Qiu
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Jia Yu
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
| | - Weixing Wang
- Department of Hepatobiliary Surgery, Renmin Hospital of Wuhan University, Wuhan, Hubei Province, China
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8
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Fu J, Zheng L, Tang S, Lin K, Zheng S, Bi X, Wang J, Guo W, Li F, Wang J, Wang K, Li H, Zeng Y. Tumor burden score and carcinoembryonic antigen predict outcomes in patients with intrahepatic cholangiocarcinoma following liver resection: a multi‑institutional analysis. BMC Cancer 2024; 24:358. [PMID: 38509498 PMCID: PMC10953220 DOI: 10.1186/s12885-024-12091-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 03/07/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND The prognostic significance of tumor burden score (TBS) in relation to carcinoembryonic antigen (CEA) has not been investigated among patients undergoing hepatectomy for intrahepatic cholangiocarcinoma (ICC). This study aimed to develop and validate a simplified model, a combination of TBS and CEA (CTC grade), for predicting the long-term outcomes of postoperative ICC patients. METHODS Patients who underwent curative - intent resection of ICC between 2011 and 2019 were identified from a large multi - institutional database. The impact of TBS, CEA, and the CTC grade on overall survival (OS) and recurrence - free survival (RFS) was evaluated in both the derivation and validation cohorts. The receiver operating characteristic curve was utilized for assessing the predictive accuracy of the model. Subgroup analyses were performed across 8th TNM stage system stratified by CTC grade to assess the discriminatory capacity within the same TNM stage. RESULTS A total of 812 patients were included in the derivation cohort and 266 patients in the validation cohort. Survival varied based on CEA (low: 36.7% vs. high: 9.0%) and TBS (low: 40.3% vs. high: 17.6%) in relation to 5 - year survival (both p < 0.001). As expected, patients with low CTC grade (i.e., low TBS/low CEA) were associated with the best OS as well as RFS, while high CTC grade (i.e., high TBS/high CEA) correlated to the worst outcomes. The model exhibited well performance in both the derivation cohort (area under the curve of 0.694) and the validation cohort (0.664). The predictive efficacy of the CTC grade system remains consistently stable across TNM stages I and III/IV. CONCLUSION The CTC grade, a composite parameter derived from the combination of TBS and CEA levels, served as an easy - to - use tool and performed well in stratifying patients with ICC relative to OS and RFS.
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Affiliation(s)
- Jun Fu
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China
- Department of Hepatopancreatobiliary Surgery, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Lifang Zheng
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China
| | - Shicuan Tang
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China
| | - Kongying Lin
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China
| | - Shuguo Zheng
- Department of Hepatobiliary Surgery, The Southwest Hospital Affiliated to the Army Medical University, Chongqing, China
| | - Xinyu Bi
- Department of Hepatobiliary Surgery, Cancer Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Jianming Wang
- Department of Hepatobiliary Surgery, Tongji Hospital Affiliated to Tongji Medical College, Huazhong University of Science Technology, Wuhan, China
| | - Wei Guo
- Department of Hepatobiliary Surgery, Beijing Friendship Hospital Affiliated to Capital Medical University, Beijing, China
| | - Fuyu Li
- Department of Hepatobiliary Surgery, The West China Hospital of Sichuan University, Chengdu, China
| | - Jian Wang
- Department of Hepatobiliary Surgery, Renji Hospital, Shanghai Jiaotong University, Shanghai, China
| | - Kui Wang
- Department of Hepatic Surgery (II), Eastern Hepatobiliary Surgery Hospital, Navy edical University, Shanghai, China
| | - Haitao Li
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China.
| | - Yongyi Zeng
- Department of Hepatobiliary Surgery, Mengchao Hepatobiliary Hospital of Fujian Medical University, 312 Xihong Road, Fuzhou, China.
- Department of Hepatopancreatobiliary Surgery, First Affiliated Hospital of Fujian Medical University, Fuzhou, China.
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9
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Wei Z, Xie K, Xu F, Dai C. The tumor burden score may be a discriminator in microwave ablation versus liver resection for hepatocellular carcinoma within the Milan criteria: a propensity score matching and inverse probability of treatment weighting study. Front Oncol 2024; 14:1330851. [PMID: 38434686 PMCID: PMC10905383 DOI: 10.3389/fonc.2024.1330851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 01/30/2024] [Indexed: 03/05/2024] Open
Abstract
PURPOSE This study aims to compare the prognostic outcome of resection (RES) and microwave ablation (MWA) in different tumor burden score (TBS) cohorts. PATIENTS AND METHODS We retrospectively analyzed 479 patients with primary hepatocellular carcinoma (HCC) who underwent RES (n = 329) or MWA (n = 150) with curative intent at our institution. We assessed their overall survival (OS) and progression-free survival (PFS) using the Kaplan-Meier curve. Propensity score matching (PSM) and inverse probability of treatment weighting (IPTW) were performed to minimize selection and confounding biases. Multivariate Cox regression was used to define the association between surgical modalities and outcomes. RESULTS Following PSM, in the TBS ≤3 cohort, the cumulative 1-, 3-, 5- year OS in the RES and MWA groups were 92.5% vs. 98.8%, 82.7% vs. 90.0%, and 82.7% vs. 83.2% (P = 0.366), respectively. The corresponding PFS rates in the RES and MWA groups were 82.7% vs. 88.0%, 63.6% vs. 68.3% and 55.2% vs. 56.3, respectively (P = 0.218). In the TBS >3 cohort, the cumulative 1-, 3-, 5- year OS between the RES and MWA groups were 92.5% vs. 95.0%, 82.8% vs. 73.2% and 76.3% vs. 55.1%, (P = 0.034), respectively. The corresponding PFS rates in the RES and MWA groups were 78.0% vs. 67.5%, 63.6% vs. 37.5% and 55.2% vs. 37.1%, respectively (P = 0.044). The IPTW analysis showed similar results as shown in PSM analysis. The multivariate Cox regression indicated that the type of surgical modality was not associated with a poorer prognostic outcome in the TBS ≤3 cohort, unlike in the TBS >3 cohort. CONCLUSION TBS, as a discriminator, might help guide treatment decision-making for HCC within the Milan criteria.
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Affiliation(s)
- Zeyuan Wei
- Department of Hepatobiliary and Splenic Surgery, Shengjing Hospital of China Medical University, Shenyang, China
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, China
| | - Kailing Xie
- Department of Hepatobiliary and Splenic Surgery, Shengjing Hospital of China Medical University, Shenyang, China
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, China
| | - Feng Xu
- Department of Hepatobiliary and Splenic Surgery, Shengjing Hospital of China Medical University, Shenyang, China
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, China
| | - Chaoliu Dai
- Department of Hepatobiliary and Splenic Surgery, Shengjing Hospital of China Medical University, Shenyang, China
- Department of General Surgery, Shengjing Hospital of China Medical University, Shenyang, China
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Qiu Z, Wu Y, Qi W, Li C. PIVKA-II combined with tumor burden score to predict long-term outcomes of AFP-negative hepatocellular carcinoma patients after liver resection. Cancer Med 2024; 13:e6835. [PMID: 38130028 PMCID: PMC10807584 DOI: 10.1002/cam4.6835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 10/13/2023] [Accepted: 12/08/2023] [Indexed: 12/23/2023] Open
Abstract
BACKGROUND This study aimed to establish a simple prognostic scoring model based on tumor burden score (TBS) and PIVKA-II to predict long-term outcomes of α-fetoprotein (AFP)-negative hepatocellular carcinoma (HCC) patients. METHODS 511 patients were divided into the training cohort (n = 305) and the validation cohort (n = 206) at a ratio of 6:4. Receiver operating characteristic curves (ROC) were established to identify cutoff values of TBS and PIVKA-II. Kaplan-Meier curves were used to analyze survival outcomes. The multivariable Cox regression was used to identify variables independently associated with survival outcomes. The predictive performance of the TBS-PIVKA II score (TPS) model was compared with Barcelona clinic liver cancer (BCLC) stage and American Joint Committee on Cancer (AJCC TNM) stage. RESULTS The present study established the TPS model using a simple scoring system (0, 1 for low/high TBS [cutoff value: 4.1]; 0, 1 for low/high PIVKA-II [cutoff value: 239 mAU/mL]). The TPS scoring model was divided into three levels according to the summation of TBS score and PIVKA-II score: TPS 0, TPS 1, and TPS 2. The TPS scoring model was able to stratify OS (training: p < 0.001, validation: p < 0.001) and early recurrence (training: p < 0.001; validation: p = 0.001) in the training cohort and the validation cohort. The TPS score was independently associated with OS (TPS 1 vs. 0, HR: 2.28, 95% CI: 1.01-5.17; TPS 2 vs. 0, HR: 4.21, 95% CI: 2.01-8.84) and early recurrence (TPS 1 vs. 0, HR: 3.50, 95% CI: 1.71-7.16; TPS 2 vs. 0, HR: 3.79, 95% CI: 1.86-7.75) in the training cohort. The TPS scoring model outperformed BCLC stage and AJCC TNM stage in predicting OS and early recurrence in the training cohort and the validation cohort. But the TPS scoring model was unable to stratify the late recurrence in the training cohort (p = 0.872) and the validation cohort (p = 0.458). CONCLUSIONS The TPS model outperformed the BCLC stage and AJCC TNM stage in predicting OS and early recurrence of AFP-negative HCC patients after liver resection, which might better assist surgeons in screening AFP-negative HCC patients who may benefit from liver resection.
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Affiliation(s)
- Zhan‐cheng Qiu
- Division of Liver Surgery, Department of General Surgery, West China HospitalSichuan UniversityChengduSichuan ProvinceChina
| | - You‐wei Wu
- Division of Liver Surgery, Department of General Surgery, West China HospitalSichuan UniversityChengduSichuan ProvinceChina
| | - Wei‐li Qi
- Division of Liver Surgery, Department of General Surgery, West China HospitalSichuan UniversityChengduSichuan ProvinceChina
| | - Chuan Li
- Division of Liver Surgery, Department of General Surgery, West China HospitalSichuan UniversityChengduSichuan ProvinceChina
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Huang J, Cui W, Xie X, Lin K, Jin D, Xie X, Zhuang B. A novel prognostic model based on AFP, tumor burden score and Albumin-Bilirubin grade for patients with hepatocellular carcinoma undergoing radiofrequency ablation. Int J Hyperthermia 2023; 40:2256498. [PMID: 37733400 DOI: 10.1080/02656736.2023.2256498] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 09/02/2023] [Indexed: 09/22/2023] Open
Abstract
PURPOSE The aim of this study was to develop prognostic scores, including the tumor burden score (TBS) and albumin-bilirubin (ALBI) grade, for evaluating the outcomes of hepatocellular carcinoma (HCC) patients after radiofrequency ablation (RFA). MATERIALS AND METHODS This retrospective study enrolled treatment-naïve HCC patients with BCLC 0-A who underwent RFA between January 2009 and December 2019. Regular follow-up was conducted after RFA to determine progression-free survival (PFS) and overall survival (OS). The patients were randomly allocated to the training or validation datasets in a 1:1 ratio. Preoperative prognostic scores were developed based on the results of multivariate analysis. The discriminatory ability of the scores was assessed using time-dependent AUC and compared with other models. RESULTS Serum alpha-fetoprotein (AFP) level and TBS were identified as independent prognostic factors for PFS, while serum AFP, TBS, and ALBI were identified as independent prognostic factors for OS in HCC patients after RFA. The time-dependent AUCs of the AFP-TBS score for the 1-, 3-, and 5-year PFS were 0.651, 0.667, and 0.620, respectively, in the training set, and 0.657, 0.687, and 0.704, respectively, in the validation set. For the 1-, 3-, and 5-year OS, the time-dependent AUCs were 0.680, 0.712, and 0.666, respectively, in the training set, and 0.712, 0.706 and 0.726 in the validation set for the AFP-TBS-ALBI score (ATA). The C-indices and AIC demonstrated that the scores provided better clinical benefits compared to other models. CONCLUSION The ATA/AT score, derived from clinical and objective laboratory variables, can assist in individually predicting the prognosis of HCC patients undergoing curative RFA.
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Affiliation(s)
- Jingzhi Huang
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Wei Cui
- Department of Interventional Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Xiaohua Xie
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Ke Lin
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Dongdong Jin
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Xiaoyan Xie
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
| | - Bowen Zhuang
- Department of Medical Ultrasound, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, P.R. China
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12
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Zhu C, Li H, Yang X, Wang S, Wang Y, Zhang N, Wang Y, Xue J, Zhang L, Ning C, Yang X, Xun Z, Chao J, Long J, Sang X, Zhu Z, Zhao H. Efficacy, safety, and prognostic factors of PD-1 inhibitors combined with lenvatinib and Gemox chemotherapy as first-line treatment in advanced intrahepatic cholangiocarcinoma: a multicenter real-world study. Cancer Immunol Immunother 2023; 72:2949-2960. [PMID: 37247023 PMCID: PMC10412480 DOI: 10.1007/s00262-023-03466-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 05/10/2023] [Indexed: 05/30/2023]
Abstract
BACKGROUND A programmed cell death protein-1 (PD-1) inhibitor combined with lenvatinib and Gemox chemotherapy as first-line therapy demonstrated high anti-tumor activity against biliary tract cancer in phase II clinical trials. Herein, we aimed to investigate the efficacy and safety for advanced intrahepatic cholangiocarcinoma (ICC) in a multicenter real-world study. METHODS Patients with advanced ICC who received PD-1 inhibitor combined with lenvatinib and Gemox chemotherapy were retrospectively screened at two medical centers. The primary endpoints were overall survival (OS) and progression-free survival (PFS), whereas the secondary endpoints were objective response rate (ORR), disease control rate (DCR), and safety. Prognostic factors for survival were analyzed. RESULTS Fifty-three patients with advanced ICC were included in this study. The median follow-up time was 13.7 (95% confidence interval (CI): 12.9-17.2) months. The median OS and PFS were 14.3 (95% CI: 11.3-NR) and 8.63 (95% CI: 7.17-11.6) months, respectively. The ORR, DCR, and clinical benefit rate were 52.8, 94.3, and 75.5%, respectively. In the multivariate analysis, the tumor burden score (TBS), tumor-node metastasis classification (TNM) stage, and PD-L1 expression were independent prognostic factors for OS and PFS. All patients experienced adverse events (AEs), 41.5% (22/53) experienced grade 3 or 4 AEs, including fatigue (8/53, 15.1%) and myelosuppression (7/53, 13.2%). No grade 5 AEs were reported. CONCLUSION PD-1 inhibitors combined with lenvatinib and Gemox chemotherapy represent an effective and tolerable regimen for advanced ICC in a multicenter retrospective real-world study. TBS, TNM stage, and PD-L1 expression can be used as potential prognostic factors for OS and PFS.
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Affiliation(s)
- Chengpei Zhu
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Hu Li
- Department of Hepatobiliary Surgery, The Fifth Medical Center of PLA General Hospital, No. 100 Middle Road of West 4th Ring Road, Fengtai District, Beijing, 100039, China
| | - Xiaobo Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Shanshan Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Yunchao Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Nan Zhang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Yanyu Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Jingnan Xue
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Longhao Zhang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Cong Ning
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Xu Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Ziyu Xun
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Jiashuo Chao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Junyu Long
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China
| | - Xinting Sang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China.
| | - Zhenyu Zhu
- Department of Hepatobiliary Surgery, The Fifth Medical Center of PLA General Hospital, No. 100 Middle Road of West 4th Ring Road, Fengtai District, Beijing, 100039, China.
| | - Haitao Zhao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), #1 Shuaifuyuan, Wangfujing, Beijing, 100730, China.
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Ho SY, Liu PH, Hsu CY, Huang YH, Lei HJ, Liao JI, Su CW, Hou MC, Huo TI. Surgical resection versus transarterial chemoembolization for patients with hepatocellular carcinoma beyond Milan criteria: prognostic role of tumor burden score. Sci Rep 2023; 13:13871. [PMID: 37620558 PMCID: PMC10449870 DOI: 10.1038/s41598-023-41068-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 08/21/2023] [Indexed: 08/26/2023] Open
Abstract
Tumor burden score (TBS) has been recently introduced to indicate the extent of tumor burden in different cancers, but its role in advanced hepatocellular carcinoma (HCC) is unclear. We aimed to determine the prognostic role of TBS in patients with HCC beyond the Milan criteria receiving surgical resection (SR) or transarterial chemoembolization (TACE). A total of 1303 newly diagnosed HCC patients beyond Milan criteria receiving SR or TACE as the primary therapy were retrospectively analyzed. Independent prognostic predictors were examined by the multivariate Cox proportional hazards model. SR was associated with better overall survival compared with TACE in these patients. Multivariate Cox analysis of the entire cohort revealed that age > 66 years (hazard ratio [HR]: 1.145, 95% confidence interval [CI]: 1.004-1.305, p = 0.043), serum α-fetoprotein > 200 ng/mL (HR: 1.602, 95% CI: 1.402-1.831, p < 0.001), performance status 2-4 (HR: 1.316, 95% CI: 1.115-1.553, p < 0.001), medium TBS (HR: 1.225, 95% CI:1.045-1.436, p = 0.012), high TBS (HR: 1.976, 95% CI: 1.637-2.384, p < 0.001), albumin-bilirubin (ALBI) grade 2-3 (HR: 1.529, 95% CI: 1.342-1.743, p < 0.001), presence of vascular invasion (HR: 1.568, 95% CI: 1.354-1.816, p < 0.001), and TACE (HR: 2.396, 95% CI: 2.082-2.759, p < 0.001) were linked with decreased survival. SR consistently predicted a significantly better survival in different TBS subgroups. TBS is a feasible and independent prognostic predictor in HCC beyond the Milan criteria. SR provides better long-term outcome compared with TACE in these patients independent of TBS grade, and should be considered as the primary treatment modality in this special patient group.
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Affiliation(s)
- Shu-Yein Ho
- Division of Gastroenterology and Hepatology, Min-Sheng General Hospital, Taoyuan, Taiwan
- Department of Medical Research, Taipei Veterans General Hospital, No. 201, Sec. 2, Shipai Rd, Taipei, 11217, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Po-Hong Liu
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Chia-Yang Hsu
- Department of Medicine, Renown Medical Center, Reno, NV, USA
| | - Yi-Hsiang Huang
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Hao-Jan Lei
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Jia-I Liao
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Chien-Wei Su
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ming-Chih Hou
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Teh-Ia Huo
- Department of Medical Research, Taipei Veterans General Hospital, No. 201, Sec. 2, Shipai Rd, Taipei, 11217, Taiwan.
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.
- Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei, Taiwan.
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14
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Martin D, Smet H, Da Silva Costa AC, Halkic N, Uldry E, Tabrizian P, Schwartz M, Mahamid A, Goumard C, Scatton O, Perinel J, Adham M, Demartines N, Melloul E. Tumor burden in patients with early and intermediate-stage hepatocellular carcinoma undergoing liver resection: a retrospective multicenter study on clinical and oncological outcomes. HPB (Oxford) 2023; 25:836-844. [PMID: 37098458 DOI: 10.1016/j.hpb.2023.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 03/31/2023] [Accepted: 04/03/2023] [Indexed: 04/27/2023]
Abstract
BACKGROUND According to the Barcelona Clinic Liver Cancer (BCLC) staging system, liver resection (LR) is recommended for early-stage (BCLC-A) hepatocellular carcinoma (HCC) but not for intermediate-stage (BCLC-B). This study aimed to assess the outcomes of LR in these patients using a subclassification tumour burden score (TBS). METHODS All consecutive patients that underwent LR for BCLC-A and BCLC-B HCC between 01/2010 and 12/2020 in 4 tertiary referral centers were included. Clinical outcomes and overall survival (OS) were assessed in relation to TBS and BCLC stages. RESULTS Among 612 patients included, 562 were classified as BCLC-A and 50 as BCLC-B. The incidence of overall postoperative complications (56.0 vs 41.5%, p = 0.053) and mortality (0 vs 1.6%, p = 1.000) were similar between BCLC-A and BCLC-B patients. OS was significantly higher for BCLC A/low TBS than BCLC B/low TBS (p = 0.009), while patients with medium and high TBS had similar OS, irrespective of BCLC stage (respectively p = 0.103 and p = 0.343). CONCLUSIONS Patients with medium and high TBS had comparable OS and DFS, irrespective of BCLC A or B stage, and postoperative morbidity was comparable. These results highlight the need for refinement of the BCLC staging system, and LR could be considered for selected intermediate stage (BCLC-B) according to the tumour burden.
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Affiliation(s)
- David Martin
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Héloïse Smet
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Ana Cristina Da Silva Costa
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Nermin Halkic
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Emilie Uldry
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Parissa Tabrizian
- Department of Liver Surgery, Recanati/Miller Transplantation Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Myron Schwartz
- Department of Liver Surgery, Recanati/Miller Transplantation Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ahmad Mahamid
- Department of Liver Surgery, Recanati/Miller Transplantation Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Claire Goumard
- Department of Hepatobiliary Surgery and Liver Transplantation, APHP Pitié-Salpêtrière Hospital, Sorbonne University, CRSA, Paris, France
| | - Olivier Scatton
- Department of Hepatobiliary Surgery and Liver Transplantation, APHP Pitié-Salpêtrière Hospital, Sorbonne University, CRSA, Paris, France
| | - Julie Perinel
- Department of Hepato-Biliary and Pancreatic Surgery, Edouard Herriot Hospital, Hospices Civils De Lyon, Lyon, France
| | - Mustapha Adham
- Department of Hepato-Biliary and Pancreatic Surgery, Edouard Herriot Hospital, Hospices Civils De Lyon, Lyon, France
| | - Nicolas Demartines
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Emmanuel Melloul
- Department of Visceral Surgery, University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland.
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15
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Qiu ZC, Li C, Zhang Y, Xie F, Yu Y, Leng SS, Chen TH, Wen TF. Tumor burden score-AFP-albumin-bilirubin grade score predicts the survival of patients with hepatocellular carcinoma after liver resection. Langenbecks Arch Surg 2023; 408:250. [PMID: 37382724 DOI: 10.1007/s00423-023-02993-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2022] [Accepted: 06/17/2023] [Indexed: 06/30/2023]
Abstract
PURPOSE There is little information regarding the overall survival (OS) predictive ability of the combination of tumor burden score (TBS), α-fetoprotein (AFP), and albumin-bilirubin (ALBI) grade for patients with hepatocellular carcinoma (HCC). Here, we aimed to develop a model including TBS, AFP, and ALBI grade to predict HCC patient OS following liver resection. METHODS Patients (N = 1556) from six centers were randomly divided 1:1 into training and validation sets. The X-Tile software was used to determine the optimal cutoff values. The time-dependent area under the receiver operating characteristic curve (AUROC) was calculated to assess the prognostic ability of the different models. RESULTS In the training set, tumor differentiation, TBS, AFP, ALBI grade, and Barcelona Clinic Liver Cancer (BCLC) stage were independently related to OS. According to the coefficient values of TBS, AFP, and ALBI grade, we developed the TBS-AFP-ALBI (TAA) score using a simplified point system (0, 2 for low/high TBS, 0, 1 for low/high AFP and 0,1 for ALBI grade 1/2). Patients were further divided into low TAA (TAA ≤ 1), medium TAA (TAA = 2-3), and high TAA (TAA= 4) groups. TAA scores (low: referent; medium, HR = 1.994, 95% CI = 1.492-2.666; high, HR = 2.413, 95% CI = 1.630-3.573) were independently associated with patient survival in the validation set. The TAA scores showed higher AUROCs than BCLC stage for the prediction of 1-, 3-, and 5-year OS in both the training and validation sets. CONCLUSION TAA is a simple score that has better OS prediction performance than the BCLC stage in predicting OS for HCC patients after liver resection.
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Affiliation(s)
- Zhan-Cheng Qiu
- Department of liver Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Chuan Li
- Department of liver Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Yu Zhang
- Department of HPB Surgery, Sichuan Province People's Hospital, Chengdu, 610072, China
| | - Fei Xie
- Department of HPB Surgery, the First People's Hospital of Neijiang, Neijiang, 641099, China
| | - Yu Yu
- Department of HPB Surgery, the Second People's Hospital of Yibin, Yibin, 644002, China
| | - Shu-Sheng Leng
- Department of HPB Surgery, the Affiliated Hospital of Chengdu University, Chengdu, 610081, China
| | - Ting-Hao Chen
- Department of HPB Surgery, the First People's Hospital of Ziyang, Ziyang, 641399, China
| | - Tian-Fu Wen
- Department of liver Surgery, West China Hospital, Sichuan University, Chengdu, 610041, China
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16
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Yang X, Chen B, Wang Y, Wang Y, Long J, Zhang N, Xue J, Xun Z, Zhang L, Cheng J, Lei J, Sun H, Li Y, Lin J, Xie F, Wang D, Pan J, Hu K, Guan M, Huo L, Shi J, Yu L, Zhou L, Zhou J, Lu Z, Yang X, Mao Y, Sang X, Lu Y, Zhao H. Real-world efficacy and prognostic factors of lenvatinib plus PD-1 inhibitors in 378 unresectable hepatocellular carcinoma patients. Hepatol Int 2023; 17:709-719. [PMID: 36753026 PMCID: PMC9907200 DOI: 10.1007/s12072-022-10480-y] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 12/27/2022] [Indexed: 02/09/2023]
Abstract
INTRODUCTION Combining lenvatinib with a programmed cell death protein-1 (PD-1) inhibitor has been explored for the treatment of un-resectable hepatocellular carcinoma (uHCC). This study aimed to investigate the real-world efficacy of and prognostic factors for survival associated with lenvatinib plus PD-1 inhibitor treatment in a large cohort of Asian uHCC patients even the global LEAP-002 study failed to achieve the primary endpoints. METHODS Patients with uHCC treated with lenvatinib and PD-1 inhibitors were included. The primary endpoints were overall survival (OS) and progression-free survival (PFS), and the secondary endpoints were the objective response rate (ORR) and adverse events (AEs). Prognostic factors for survival were also analyzed. RESULTS A total of 378 uHCC patients from two medical centers in China were assessed retrospectively. The median patient age was 55 years, and 86.5% of patients were male. Hepatitis B virus (HBV) infection (89.9%) was the dominant etiology of uHCC. The median OS was 17.8 (95% confidence interval (CI) 14.0-21.6) months. The median PFS was 6.9 (95% CI 6.0-7.9) months. The best ORR and disease control rate (DCR) were 19.6% and 73.5%, respectively. In multivariate analysis, Child‒Pugh grade, Barcelona Clinic Liver Cancer stage, Eastern Cooperative Oncology Group performance status score, involved organs, tumor burden score, and combination with local therapy were independent prognostic factors for OS. A total of 100% and 57.9% of patients experienced all-grade and grade 3/4 treatment-emergent AEs, respectively. CONCLUSION This real-world study of lenvatinib plus PD-1 inhibitor treatment demonstrated long survival and considerable ORRs and DCRs in uHCC patients in China. The tolerability of combination therapy was acceptable but must be monitored closely.
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Affiliation(s)
- Xu Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Bowen Chen
- Peking University 302 Clinical Medical School, Beijing, China
- Comprehensive Liver Cancer Center, The Fifth Medical Center of the PLA General Hospital, Beijing, 100039, China
| | - Yanyu Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Yunchao Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Junyu Long
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Nan Zhang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Jingnan Xue
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Ziyu Xun
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Linzhi Zhang
- Comprehensive Liver Cancer Center, The Fifth Medical Center of the PLA General Hospital, Beijing, 100039, China
- Tianjin Medical University Cancer Institute and Hospital, Tianjin, China
| | - Jiamin Cheng
- Comprehensive Liver Cancer Center, The Fifth Medical Center of the PLA General Hospital, Beijing, 100039, China
| | - Jin Lei
- Comprehensive Liver Cancer Center, The Fifth Medical Center of the PLA General Hospital, Beijing, 100039, China
- Guizhou Medical University, Guiyang, China
| | - Huishan Sun
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Yiran Li
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Jianzhen Lin
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Fucun Xie
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Dongxu Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Jie Pan
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ke Hu
- Center of Radiotherapy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Mei Guan
- Departmentof Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Li Huo
- Department of Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie Shi
- Department of Pathology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lingxiang Yu
- Senior Department of Oncology, The Fifth Medical Center of the PLA General Hospital, Beijing, China
| | - Lin Zhou
- Senior Department of Oncology, The Fifth Medical Center of the PLA General Hospital, Beijing, China
| | - Jinxue Zhou
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Cancer Hospital of Zhengzhou University and Henan Cancer Hospital, Zhengzhou, China
| | - Zhenhui Lu
- Hepatobiliary and Pancreatic Surgery, Shenzhen Qianhai Shekou Free Trade Zone Hospital, Shenzhen, China
| | - Xiaobo Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Yilei Mao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Xinting Sang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China
| | - Yinying Lu
- Peking University 302 Clinical Medical School, Beijing, China.
- Comprehensive Liver Cancer Center, The Fifth Medical Center of the PLA General Hospital, Beijing, 100039, China.
| | - Haitao Zhao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Beijing, 100730, China.
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Li WF, Liu YW, Wang CC, Yong CC, Lin CC, Yen YH. Radiographic tumor burden score is useful for stratifying the overall survival of hepatocellular carcinoma patients undergoing resection at different Barcelona Clinic Liver Cancer stages. Langenbecks Arch Surg 2023; 408:169. [PMID: 37121930 DOI: 10.1007/s00423-023-02869-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 03/24/2023] [Indexed: 05/02/2023]
Abstract
PURPOSE The Barcelona Clinic Liver Cancer (BCLC) staging system has been recommended for prognostic prediction. However, prognosis is variable at different BCLC stages. We aimed to evaluate whether the radiographic tumor burden score (TBS) could be used to stratify prognosis in different BCLC stages. METHODS Hepatocellular carcinoma (HCC) patients undergoing liver resection (LR) at BCLC-0, -A, or -B stage in our institution in 2007-2018 were divided into derivation and validation cohorts. Overall survival (OS) was analyzed according to the TBS and BCLC stage. TBS cutoff values for OS were determined with X-tile. RESULTS Of the 749 patients in the derivation cohort, 138 (18.4%) had BCLC-0, 542 (72.3%) BCLC-A, and 69 (9.2%) BCLC-B HCC; 76 (10.1%) had a high TBS (> 7.9), 477 (63.7%) a medium TBS (2.6-7.9), and 196 (26.2%) a low TBS (< 2.6). OS worsened progressively with increasing TBS in the cohort (p < 0.001) and in BCLC-A (p = 0.04) and BCLC-B (p = 0.002) stages. Multivariate analysis showed that the TBS was associated with OS of patients with BCLC-A (medium vs. low TBS: hazard ratio [HR] = 2.390, 95% CI = 1.024-5.581, p = 0.04; high vs. low TBS: HR = 3.885, 95% CI = 1.443-10.456, p = 0.007) and BCLC-B (high vs. medium TBS: HR = 2.542, 95% CI = 1.077-6.002, p = 0.033) HCC. The TBS could also be used to stratify the OS of patients in the validation cohort (p < 0.001). CONCLUSION The TBS could be used to stratify the OS of the entire cohort and BCLC stages A and B of HCC patients undergoing LR.
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Affiliation(s)
- Wei-Feng Li
- Liver Transplantation Center and Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta Pei Road, Kaohsiung, Taiwan
| | - Yueh-Wei Liu
- Liver Transplantation Center and Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta Pei Road, Kaohsiung, Taiwan
| | - Chih-Chi Wang
- Liver Transplantation Center and Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta Pei Road, Kaohsiung, Taiwan.
| | - Chee-Chien Yong
- Liver Transplantation Center and Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta Pei Road, Kaohsiung, Taiwan
| | - Chih-Che Lin
- Liver Transplantation Center and Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta Pei Road, Kaohsiung, Taiwan
| | - Yi-Hao Yen
- Division of Hepatogastroenterology, Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, 123 Ta Pei Road, Kaohsiung, Taiwan.
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Li MJ, Xie S, Teng YX, Ma L, Li LQ, Xiang BD, Zhong JH. Comparison of survival rates as predicted by total tumor volume or tumor burden score in patients with hepatocellular carcinoma concurrent with fatty liver disease and hepatitis B virus. Expert Rev Gastroenterol Hepatol 2023; 17:499-507. [PMID: 36975382 DOI: 10.1080/17474124.2023.2196403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Accepted: 03/24/2023] [Indexed: 03/29/2023]
Abstract
OBJECTIVES To analyze prognostic value of total tumor volume (TTV) and tumor burden score (TBS) in surgically treated patients with hepatocellular carcinoma and concurrent fatty liver disease and hepatitis B virus (FLD-HCC). METHODS FLD-HCC patients who treated with hepatectomy from 2010 to 2018 were analyzed. Prognostic performance of TTV and TBS was determined by ROC analysis. Patients were stratified into low and high tumor burden by optimal cutoff value of 113.4 cm3 for TTV or 6.3 points for TBS. Survival rates were compared between subgroups and independent risk factors were identified by Cox regression. Correlation between TTV and TBS was evaluated. RESULTS This study enrolled 342 FLD-HCC patients. Survival was significantly higher among patients with low tumor burden than among those with high tumor burden (p < 0.001). High TTV and TBS were independent risk factors for poor survival of FLD-HCC (HR: 3.27 (2.17-4.93) and 3.48 (2.31-5.26), respectively, all p < 0.001). ROC analyses revealed that TTV and TBS had comparable discriminative ability in stratifying overall and recurrence-free survival of FLD-HCC. Correlation analysis revealed a strong correlation between TTV and TBS. CONCLUSIONS Both TTV and TBS have comparable prognostic value and high TTV/TBS predicts poor survival of patients with FLD-HCC.
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Affiliation(s)
- Min-Jun Li
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Si Xie
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Yu-Xian Teng
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
| | - Liang Ma
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education; Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Nanning, China
| | - Le-Qun Li
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education; Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Nanning, China
| | - Bang-De Xiang
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education; Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Nanning, China
| | - Jian-Hong Zhong
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education; Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Nanning, China
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Fahmy D, Alksas A, Elnakib A, Mahmoud A, Kandil H, Khalil A, Ghazal M, van Bogaert E, Contractor S, El-Baz A. The Role of Radiomics and AI Technologies in the Segmentation, Detection, and Management of Hepatocellular Carcinoma. Cancers (Basel) 2022; 14:cancers14246123. [PMID: 36551606 PMCID: PMC9777232 DOI: 10.3390/cancers14246123] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 12/08/2022] [Accepted: 12/09/2022] [Indexed: 12/15/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the most common primary hepatic neoplasm. Thanks to recent advances in computed tomography (CT) and magnetic resonance imaging (MRI), there is potential to improve detection, segmentation, discrimination from HCC mimics, and monitoring of therapeutic response. Radiomics, artificial intelligence (AI), and derived tools have already been applied in other areas of diagnostic imaging with promising results. In this review, we briefly discuss the current clinical applications of radiomics and AI in the detection, segmentation, and management of HCC. Moreover, we investigate their potential to reach a more accurate diagnosis of HCC and to guide proper treatment planning.
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Affiliation(s)
- Dalia Fahmy
- Diagnostic Radiology Department, Mansoura University Hospital, Mansoura 35516, Egypt
| | - Ahmed Alksas
- Bioengineering Department, University of Louisville, Louisville, KY 40292, USA
| | - Ahmed Elnakib
- Bioengineering Department, University of Louisville, Louisville, KY 40292, USA
| | - Ali Mahmoud
- Bioengineering Department, University of Louisville, Louisville, KY 40292, USA
| | - Heba Kandil
- Bioengineering Department, University of Louisville, Louisville, KY 40292, USA
- Faculty of Computer Sciences and Information, Mansoura University, Mansoura 35516, Egypt
| | - Ashraf Khalil
- College of Technological Innovation, Zayed University, Abu Dhabi 4783, United Arab Emirates
| | - Mohammed Ghazal
- Electrical, Computer, and Biomedical Engineering Department, Abu Dhabi University, Abu Dhabi 59911, United Arab Emirates
| | - Eric van Bogaert
- Department of Radiology, University of Louisville, Louisville, KY 40202, USA
| | - Sohail Contractor
- Department of Radiology, University of Louisville, Louisville, KY 40202, USA
| | - Ayman El-Baz
- Bioengineering Department, University of Louisville, Louisville, KY 40292, USA
- Correspondence:
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20
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Cassese G, Han HS, Cho JY, Lee HW, Lee B, Troisi RI. Selecting the Best Approach for the Treatment of Multiple Non-Metastatic Hepatocellular Carcinoma. Cancers (Basel) 2022; 14:5997. [PMID: 36497478 PMCID: PMC9737585 DOI: 10.3390/cancers14235997] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 11/29/2022] [Accepted: 12/03/2022] [Indexed: 12/12/2022] Open
Abstract
According to the Barcelona Clinic Liver Cancer (BCLC) staging system, the optimal strategy for patients with multiple HCC within the Milan Criteria is liver transplantation (LT). However, LT cannot be offered to all the patients due to organ shortages and long waiting lists, as well as because of the advanced disease carrying a high risk of poor outcomes. For early stages, liver resection (LR) or thermal ablation (TA) can be proposed, while trans-arterial chemoembolization (TACE) still remains the treatment of choice for intermediate stages (BCLC-B). Asian guidelines and the National Comprehensive Cancer Network suggest LR for resectable multinodular HCCs, even beyond Milan criteria. In this scenario, a growing body of evidence shows better outcomes after surgical resection when compared with TACE. Trans-arterial radioembolization (TARE) and stereotaxic body radiation therapy (SBRT) can also play an important role in this setting. Furthermore, the role of minimally invasive liver surgery (MILS) specifically for patients with multiple HCC is still not clear. This review aims to summarize current knowledge about the best therapeutical strategy for multiple HCC while focusing on the role of minimally invasive surgery and on the most attractive future perspectives.
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Affiliation(s)
- Gianluca Cassese
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 166 Gumi-ro, Bundang-gu, Seongnam-si 13620, Republic of Korea
- Department of Clinical Medicine and Surgery, Division of Minimally Invasive and Robotic HPB Surgery and Transplantation Service, Federico II University, 80138 Naples, Italy
| | - Ho-Seong Han
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 166 Gumi-ro, Bundang-gu, Seongnam-si 13620, Republic of Korea
| | - Jai Young Cho
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 166 Gumi-ro, Bundang-gu, Seongnam-si 13620, Republic of Korea
| | - Hae-Won Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 166 Gumi-ro, Bundang-gu, Seongnam-si 13620, Republic of Korea
| | - Boram Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 166 Gumi-ro, Bundang-gu, Seongnam-si 13620, Republic of Korea
| | - Roberto Ivan Troisi
- Department of Clinical Medicine and Surgery, Division of Minimally Invasive and Robotic HPB Surgery and Transplantation Service, Federico II University, 80138 Naples, Italy
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Ho SY, Liu PH, Hsu CY, Huang YH, Liao JI, Su CW, Hou MC, Huo TI. Tumor burden score as a new prognostic surrogate in patients with hepatocellular carcinoma undergoing radiofrequency ablation: role of albumin-bilirubin (ALBI) grade vs easy ALBI grade. Expert Rev Gastroenterol Hepatol 2022; 16:903-911. [PMID: 35999514 DOI: 10.1080/17474124.2022.2117156] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Tumor burden score (TBS) was proposed to represent tumor burden in solid tumors, including hepatocellular carcinoma (HCC). The prognostic role of TBS in HCC patients in relation to recently introduced liver reserve markers, albumin-bilirubin (ALBI) grade, and easy (EZ)-ALBI grade, is unclear. We aimed to investigate the feasibility of TBS in HCC patients undergoing radiofrequency ablation (RFA). RESEARCH DESIGN AND METHODS A total of 576 treatment-naïve patients with HCC undergoing RFA were analyzed. The multivariate Cox analysis was used to identify independent predictors associated with tumor recurrence and long-term survival. RESULTS Patients with high TBS had increased risk of tumor recurrence and mortality compared with those with low TBS. The Cox analysis showed that serum ɑ-fetoprotein (AFP) level >20 ng/mL, medium and high TBS, ALBI grade 2 and grade 3, EZ-ALBI grade 2 and grade 3 were associated with tumor recurrence and decreased patient survival (all p <0.05). In addition, TBS can reliably stratify tumor recurrence and overall survival in different ALBI and EZ-ALBI grade groups. CONCLUSIONS TBS is a simple and feasible prognostic surrogate to predict tumor recurrence and survival in HCC patients undergoing RFA. Its prognostic ability remains stable in patients with variable liver functional reserve.
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Affiliation(s)
- Shu-Yein Ho
- Division of Gastroenterology and Hepatology, Min-Sheng General Hospital, Taoyuan, Taiwan.,Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.,School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Po-Hong Liu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Chia-Yang Hsu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,VA Sierra Nevada Health Care System, Reno, Nevada, USA
| | - Yi-Hsiang Huang
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.,Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Jia-I Liao
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Chien-Wei Su
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ming-Chih Hou
- School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Teh-Ia Huo
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.,School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei, Taiwan
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Ho SY, Liu PH, Hsu CY, Huang YH, Liao JI, Su CW, Hou MC, Huo TI. Radiofrequency Ablation versus Transarterial Chemoembolization for Hepatocellular Carcinoma within Milan Criteria: Prognostic Role of Tumor Burden Score. Cancers (Basel) 2022; 14:4207. [PMID: 36077743 PMCID: PMC9454855 DOI: 10.3390/cancers14174207] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 08/22/2022] [Accepted: 08/28/2022] [Indexed: 12/01/2022] Open
Abstract
Tumor burden score (TBS), estimated by the diameter and number of tumor nodules, was recently proposed to assess the tumor burden in hepatocellular carcinoma (HCC). We aimed to evaluate the prognostic impact of TBS on HCC patients within the Milan criteria undergoing radiofrequency ablation (RFA) or transarterial chemoembolization (TACE). A total of 883 patients undergoing RFA and TACE were included. The multivariate Cox proportional hazards model was used to determine independent prognostic predictors in different patient cohorts. The TACE group had significantly higher TBS compared with the RFA group. The RFA group had better long-term survival than the TACE group in patients within the Milan criteria in univariate survival analysis. In the Cox model, serum α-fetoprotein (AFP) > 20 ng/mL, performance status 1−2, medium and high TBS, albumin−bilirubin (ALBI) grade 2 and grade 3 were independent predictors linked with mortality (all p < 0.001). Overall, TACE was not an independent predictor; among patients with low TBS, TACE was independently associated with decreased survival compared with RFA (p = 0.034). Conclusions: TBS is a feasible prognostic marker for HCC patients within the Milan criteria. TACE may be an effective treatment alternative for these patients. Among patients with low TBS, RFA should be considered the priority treatment modality.
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Affiliation(s)
- Shu-Yein Ho
- Division of Gastroenterology and Hepatology, Min-Sheng General Hospital, Taoyuan 89502, Taiwan
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
| | - Po-Hong Liu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Chia-Yang Hsu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- VA Sierra Nevada Health Care System, Reno, NV 89502, USA
| | - Yi-Hsiang Huang
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
| | - Jia-I Liao
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Chien-Wei Su
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Ming-Chih Hou
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Teh-Ia Huo
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
- Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei 71150, Taiwan
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23
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Moazzam Z, Lima HA, Alaimo L, Endo Y, Shaikh CF, Ratti F, Marques HP, Soubrane O, Lam V, Poultsides GA, Popescu I, Alexandrescu S, Martel G, Guglielmi A, Hugh T, Aldrighetti L, Endo I, Pawlik TM. Impact of tumor burden score on timing and patterns of recurrence after curative-intent resection of hepatocellular carcinoma. Surgery 2022; 172:1448-1455. [PMID: 36031442 DOI: 10.1016/j.surg.2022.07.019] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 07/16/2022] [Accepted: 07/21/2022] [Indexed: 10/31/2022]
Abstract
BACKGROUND The ability to predict the incidence, timing, and site of recurrence can be beneficial to select surgical candidates and inform appropriate postoperative surveillance. We sought to identify factors associated with risk and timing of recurrence after resection of hepatocellular carcinoma based on differences in tumor burden score. METHODS Patients who underwent curative-intent liver resection for hepatocellular carcinoma between 2000 and 2020 were identified from an international multi-institutional database. The incidence, timing, and pattern of recurrence was examined relative to traditional clinicopathological factors, as well as tumor burden score using hazard rates and multivariable analysis. RESULTS Among 1,994 patients (tumor burden score, low: n = 511, 25.6% vs medium: n = 1,286, 64.5% vs high: n = 197, 9.9%), the incidence of recurrence at 5 years was 50.4% (95% confidence interval 47.9-53.0); risk of recurrence varied relative to hepatocellular carcinoma tumor burden score (low: 36.0% vs medium: 54.4% vs high: 62.5%, P < .001). Although intrahepatic recurrence was much more common in low tumor burden score (low: n = 106, 84.1% vs medium: n = 335, 71.7% vs high: n = 48, 56.5%; P < .001), extrahepatic recurrence was more common in high tumor burden score (low: n = 18, 14.3% vs medium: n = 121, 25.9% vs high: n = 37, 43.5%; P < .001). The peak hazard rate for intrahepatic recurrence among patients with a high tumor burden score was almost double the peak hazard noted among patients with a low tumor burden score (low: 0.047, 42.0 months vs medium: 0.051, 6.6 months vs high: 0.094, 15.0 months). Of note, the patients with high tumor burden score were also more likely to recur earlier (≤24 months) (low: n = 227, 44.4% vs medium: n = 686, 53.3% vs high: n = 144, 73.1%) with multiple tumors (low: n = 50, 36.5% vs medium: n = 271, 56.1% vs high: n = 52, 70.3%) and larger lesions (low: 1.8 [interquartile range 1.2-3.0] cm vs medium: 2.0 [interquartile range 1.3-3.0] cm vs high: 2.5 [interquartile range 1.6-4.4] cm) (all P < .001). On multivariable analysis, high tumor burden score remained independently associated with risk of recurrence (referent, low; medium: hazard ratio = 1.49 [95% confidence interval 1.19-1.88], P = .001; high: hazard ratio = 1.95 [95% confidence interval 1.41-2.69]; P < .001]. CONCLUSION Tumor burden score was independently associated with higher risk of recurrence. Patients who underwent resection of high tumor burden score lesions were more likely to recur early with multiple tumors and at an extrahepatic site. Tumor burden score is an important tool in assessing risk, timing, and pattern of recurrence after resection of hepatocellular carcinoma.
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Affiliation(s)
- Zorays Moazzam
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH. http://www.twitter.com/ZoraysM
| | - Henrique A Lima
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | - Laura Alaimo
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH; Department of Surgery, University of Verona, Italy
| | - Yutaka Endo
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | - Chanza F Shaikh
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH
| | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Olivier Soubrane
- Department of Hepatibiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, NSW, Australia
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | | | | | - Tom Hugh
- Department of Surgery, School of Medicine, University of Sydney, NSW, Australia
| | | | - Itaru Endo
- Yokohama City University School of Medicine, Yokohama, Japan
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, Columbus, OH.
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24
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Wang J, Chen Z, Wang L, Feng S, Qiu Q, Chen D, Li N, Xiao Y. A new model based inflammatory index and tumor burden score (TBS) to predict the recurrence of hepatocellular carcinoma (HCC) after liver resection. Sci Rep 2022; 12:8670. [PMID: 35606395 PMCID: PMC9126887 DOI: 10.1038/s41598-022-12518-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 05/04/2022] [Indexed: 02/08/2023] Open
Abstract
To establish a model based on inflammation index and tumor burden score (TBS) to predict recurrence of hepatocellular carcinoma (HCC) after liver resection. A retrospective study was performed on 217 patients who diagnosed HCC underwent liver resection at Xiangya Hospital Central South University from June 1, 2017 to June 1, 2019. According to the receiver operating characteristic (ROC) curve, the optimal cut-off value of inflammatory index and the TBS was determined by the Youden index. Prediction performance was compared by the area under the receiver operating characteristic curve (AUC). Cox regression analysis was used to determine the risk factors for the recurrence of HCC after liver resection. According to the independent risk factors of the patients, a prediction model for HCC was established based on inflammation index and tumor burden score (TBS).The prediction performance of the model was compared with single index (TBS group and NLR group) and traditional HCC stage models (TNM stage and BCLC stage). MLR = 0.39, NLR = 2.63, PLR = 134, SII = 428 and TBS = 8.06 are the optimal cut-off values. AUC of SII, PLR, NLR, MLR and TBS were 0.643, 0.642, 0.642, 0.618 and 0.724respectively. MVI (P = 0.005), satellite nodule (P = 0.017), BCLC B-C stage (P = 0.013), NLR > 2.63 (P = 0.013), TBS > 8.06 (P = 0.017) are independent risk factors for the recurrence of HCC after liver resection. According to this study, the optimal inflammatory index NLR combined with TBS was obtained. The AUC of NLR-TBS model was 0.762, not only better than NLR group (AUC = 0.630) and TBS group (AUC = 0.671), also better than traditional BCLC (AUC = 0.620) and TNM (AUC = 0.587) stage models. Interestingly, we found that NLR and TBS should be good prognostic factor for recurrence of HCC after liver resection. The NLR-TBS model based the best inflammatory index (NLR) and TBS have a better prediction performance and the prediction performance of NLR-TBS model not only better than NLR group and TBS group, but better than BCLC and TNM stage models.
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Affiliation(s)
- Jianhua Wang
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Zeguo Chen
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Liheng Wang
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Sijia Feng
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Qixuan Qiu
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Dongdong Chen
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Nianfeng Li
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China.
| | - Yao Xiao
- Department of General Surgery, Xiangya Hospital, Central South University, Changsha, 410008, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, 410008, China.
- International Joint Research Center of Minimally Invasive Endoscopic Technology Equipment and Standards, Changsha, 410008, China.
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25
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Lian D, Wang W, Liu L, Wang J, Rao S, Zhou J. CT volumetry helps predict prognosis of large hepatocellular carcinoma after resection. Clin Radiol 2022; 77:e599-e605. [PMID: 35483982 DOI: 10.1016/j.crad.2022.03.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 03/23/2022] [Indexed: 11/03/2022]
Abstract
AIM To determine whether the tumour volume measurement on preoperative contrast-enhanced computed tomography (CT) could be used to predict the overall survival patients with large hepatocellular carcinoma (>5 cm) after resection. MATERIALS AND METHODS This study included 171 patients with surgically confirmed hepatocellular carcinoma who underwent preoperative CT. The largest diameter, the product of the axial dimension, tumour volume, and tumour-to-liver volume ratio (TTLVR) on CT images were measured and calculated. The univariate and multivariate Cox proportional hazard ratio regression models were used to identify the impact of the tumour burden-related risk factors on overall survival. RESULTS In multivariate analysis, TTLVR (p=0.042) and major vascular invasion (p=0.006) were independently associated with overall survival of patients with hepatocellular carcinoma after the resection. The group in which the patients had a low TTLVR showed higher cumulative survival rates than patients with a TTLVR (p=0.004). Patients with a low TTLVR (≤26.23%) and absence of major vascular invasion had significantly higher cumulative survival rates compared to those patients with hepatocellular carcinoma with either or both the risk factors (p=0.001). CONCLUSION A higher TTLVR in combination with the presence of major vascular invasion was associated with poorer overall survival in patients with large hepatocellular carcinoma after resection.
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Affiliation(s)
- D Lian
- Department of Radiology, Xiamen Branch, Zhongshan Hospital, Fudan University, No. 668 Jinhu Road, Huli District, Xiamen 361015, China
| | - W Wang
- Department of Radiology, Cancer Center, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, No. 180 Fenglin Road, Xuhui District, Shanghai 200032, China
| | - L Liu
- Department of Radiology, Cancer Center, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, No. 180 Fenglin Road, Xuhui District, Shanghai 200032, China
| | - J Wang
- Department of Radiology, Cancer Center, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, No. 180 Fenglin Road, Xuhui District, Shanghai 200032, China
| | - S Rao
- Department of Radiology, Cancer Center, Zhongshan Hospital, Fudan University and Shanghai Institute of Medical Imaging, No. 180 Fenglin Road, Xuhui District, Shanghai 200032, China.
| | - J Zhou
- Department of Radiology, Xiamen Branch, Zhongshan Hospital, Fudan University, No. 668 Jinhu Road, Huli District, Xiamen 361015, China.
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26
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Müller L, Hahn F, Auer TA, Fehrenbach U, Gebauer B, Haubold J, Zensen S, Kim MS, Eisenblätter M, Diallo TD, Bettinger D, Steinle V, Chang DH, Zopfs D, Pinto dos Santos D, Kloeckner R. Tumor Burden in Patients With Hepatocellular Carcinoma Undergoing Transarterial Chemoembolization: Head-to-Head Comparison of Current Scoring Systems. Front Oncol 2022; 12:850454. [PMID: 35280804 PMCID: PMC8904349 DOI: 10.3389/fonc.2022.850454] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 01/28/2022] [Indexed: 12/13/2022] Open
Abstract
Objectives Recently, several scoring systems for prognosis prediction based on tumor burden have been promoted for patients with hepatocellular carcinoma (HCC) undergoing transarterial chemoembolization (TACE). This multicenter study aimed to perform the first head-to-head comparison of three scoring systems. Methods We retrospectively enrolled 849 treatment-naïve patients with HCC undergoing TACE at six tertiary care centers between 2010 and 2020. The tumor burden score (TBS), the Six-and-Twelve score (SAT), and the Seven-Eleven criteria (SEC) were calculated based on the maximum lesion size and the number of tumor nodes. All scores were compared in univariate and multivariate regression analyses, adjusted for established risk factors. Results The median overall survival (OS) times were 33.0, 18.3, and 12.8 months for patients with low, medium, and high TBS, respectively (p<0.001). The median OS times were 30.0, 16.9, and 10.2 months for patients with low, medium, and high SAT, respectively (p<0.001). The median OS times were 27.0, 16.7, and 10.5 for patients with low, medium, and high SEC, respectively (p<0.001). In a multivariate analysis, only the SAT remained an independent prognostic factor. The C-Indexes were 0.54 for the TBS, 0.59 for the SAT, and 0.58 for the SEC. Conclusion In a direct head-to-head comparison, the SAT was superior to the TBS and SEC in survival stratification and predictive ability. Therefore, the SAT can be considered when estimating the tumor burden. However, all three scores showed only moderate predictive power. Therefore, tumor burden should only be one component among many in treatment decision making.
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Affiliation(s)
- Lukas Müller
- Department of Diagnostic and Interventional Radiology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Felix Hahn
- Department of Diagnostic and Interventional Radiology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Timo Alexander Auer
- Department of Radiology, Charité – University Medicine Berlin, Berlin, Germany
| | - Uli Fehrenbach
- Department of Radiology, Charité – University Medicine Berlin, Berlin, Germany
| | - Bernhard Gebauer
- Department of Radiology, Charité – University Medicine Berlin, Berlin, Germany
| | - Johannes Haubold
- Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany
| | - Sebastian Zensen
- Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany
| | - Moon-Sung Kim
- Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany
| | - Michel Eisenblätter
- Department of Diagnostic and Interventional Radiology, Freiburg University Hospital, Freiburg, Germany
| | - Thierno D. Diallo
- Department of Diagnostic and Interventional Radiology, Freiburg University Hospital, Freiburg, Germany
| | - Dominik Bettinger
- Department of Medicine II, Medical Center University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Verena Steinle
- Department of Diagnostic and Interventional Radiology, University Medical Center Heidelberg, Heidelberg, Germany
| | - De-Hua Chang
- Department of Diagnostic and Interventional Radiology, University Medical Center Heidelberg, Heidelberg, Germany
| | - David Zopfs
- Department of Radiology, University Hospital Cologne, Cologne, Germany
| | | | - Roman Kloeckner
- Department of Diagnostic and Interventional Radiology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
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27
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Ho SY, Liu PH, Hsu CY, Huang YH, Liao JI, Su CW, Hou MC, Huo TI. A New Tumor Burden Score and Albumin-Bilirubin Grade-Based Prognostic Model for Hepatocellular Carcinoma. Cancers (Basel) 2022; 14:649. [PMID: 35158917 PMCID: PMC8833827 DOI: 10.3390/cancers14030649] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 01/20/2022] [Accepted: 01/24/2022] [Indexed: 02/08/2023] Open
Abstract
The prognosis of hepatocellular carcinoma (HCC) varies widely due to variable tumor extent and liver reserve. We aimed to develop and validate a new prognostic model based on tumor burden score (TBS) and albumin-bilirubin (ALBI) grade for HCC. We prospectively identified 3794 HCC patients who were randomized into derivation and validation groups. Survival predictors were evaluated by a multivariate Cox model. The TBS-ALBI system allocated two points for high TBS and ALBI grade 3, and one point each for the presence of ascites, serum α-fetoprotein ≥ 400 ng/mL, vascular invasion or distant metastasis, performance status 2-4, medium TBS, and ALBI grade 2, with a maximal score of 8 points. Significant survival differences were found across different TBS-ALBI score groups in the validation cohort (all p < 0.001). The TBS-ALBI system had the lowest corrected Akaike information criterion (AICc) and the highest homogeneity compared with other proposed staging models. The discriminative ability of the TBS-ALBI system was consistently stable across different viral etiologies, cancer stages, and treatment strategies. Conclusions: This new TBS-ALBI system is a feasible and robust prognostic system in comparison with other systems; it is a user-friendly tool for long-term outcome assessment independent of treatment modality and cancer stage in HCC.
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Affiliation(s)
- Shu-Yein Ho
- Division of Gastroenterology and Hepatology, Min-Sheng General Hospital, Taoyuan 330, Taiwan;
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
| | - Po-Hong Liu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Chia-Yang Hsu
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Veterans Affairs Sierra Nevada Healthcare System, Reno, NV 89502, USA
| | - Yi-Hsiang Huang
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan
| | - Jia-I Liao
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Chien-Wei Su
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Ming-Chih Hou
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Division of Gastroenterology and Hepatology, Department of Medicine, Taipei Veterans General Hospital, Taipei 11217, Taiwan
| | - Teh-Ia Huo
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 11217, Taiwan
- School of Medicine, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan; (P.-H.L.); (C.-Y.H.); (Y.-H.H.); (J.-I.L.); (C.-W.S.); (M.-C.H.)
- Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei 11217, Taiwan
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28
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Zhou Q, An Y, Liu T, Liu Z, Li R, Wang C, Zhou F, Liu C, Zhu K. Prognosis of patients with hepatocellular carcinoma and portal vein tumor thrombus treated with combination of transarterial chemoembolization and palliative thermal ablation. Int J Hyperthermia 2022; 39:97-107. [PMID: 34979845 DOI: 10.1080/02656736.2021.2021303] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
PURPOSE Transarterial chemoembolization (TACE) was obtained acceptable benefit for advanced hepatocellular carcinoma (HCC). Here in this study, we compared the benefit of TACE combined palliative thermal ablation with TACE alone for HCC with portal vein tumor thrombus (PVTT). METHODS Patients with HCC and PVTT were retrospectively analyzed from January 2012 to December 2017, who accepted treatment of TACE alone (TACE group) or TACE plus palliative thermal ablation (TACE + P-ablation group). Propensity score matching (PSM) was applied to balance differences between the two groups. Overall survival (OS) and progression-free survival (PFS) rates were compared between groups. RESULTS Median follow-up time was 7.4 (3.0-60.0) months. In the cohort, 142 patients were enrolled in TACE group and 86 patients were enrolled in TACE + P-ablation group. The pre-PSM estimated 6-, 12-, and 18-month OS rates for the TACE + P-ablation group were 70.9, 46.5, and 31%, respectively, whereas rates for the TACE group were 57, 23.1, and 10%, respectively. After PSM, OS and PFS rates remained coincident with the pre-PSM. Risk factors for poor OS included PVTT type III and type II relative to type I (HR = 1.76; 95% CI, 1.13-2.74; p = .01) and (HR = 1.86; 95% CI, 1.2-2.88; p = .006), TACE alone (HR = 1.40; 95% CI, 1.01-1.96; p = .04), a single TACE treatment (HR = 2.69; 95% CI, 1.79-4.03; p < .001), 2 or 3 TACE treatments (HR = 2.02; 95% CI, 1.32-3.09; p = .001). CONCLUSIONS The combination of TACE and palliative thermal ablation for HCC with PVTT could obtain delayed progression and longer survival.
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Affiliation(s)
- Qunfang Zhou
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Minimally Invasive Interventional Radiology, Sun Yat-sen University Cancer Center, Sun Yat-sen University, Guangzhou, PR China
| | - Yongcheng An
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Ting Liu
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Zishan Liu
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Ruixia Li
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Chenmeng Wang
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Feng Zhou
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
| | - Congjuan Liu
- Department of Ultrasound, NingXiang People's Hospital, Changsha, PR China
| | - Kangshun Zhu
- Department of Minimally Invasive Interventional Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China.,Department of Radiology, the Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, PR China
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Trevisani F, Giannini EG. The ITA.LI.CA Consortium: How multicentre collaboration helped shape the management of patients with hepatocellular carcinoma on the basis of real-world evidence. Ann Hepatol 2022; 27 Suppl 1:100564. [PMID: 34688886 DOI: 10.1016/j.aohep.2021.100564] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 08/19/2021] [Indexed: 02/04/2023]
Abstract
The growing diffusion of digitalisation and informatics has promoted the creation and analysis of large databases able to provide solid information. Analyses of "big data" generated by real-world practice are particularly useful for knowing incidence and mortality, disparities, temporal trends of diseases, identifying risk factors, predicting future scenarios, obtaining inputs for cost-effectiveness and treatment benefit modelling, designing new studies, and monitoring rare diseases. Although randomised controlled trials (RCTs) represent the gold-standard for generating evidence about new diagnostic, preventive or therapeutic procedures, their results should be integrated with real-world data to personalise patient management. Indeed, a substantial proportion of patients observed in field-practice have characteristics that prevent the access to RCTs or, when included, form sub-groups too small to provide robust post-hoc analyses. Furthermore, as RCTs are resource-consuming and designed to maximize the probability of success, they are generally performed in expert centres of high-income areas, excluding economically-deprived regions which could complementarily contribute to the medical progress as huge sources of real-world data. These considerations fuelled the creation in 1998 of the Italian Liver Cancer (ITA.LI.CA) consortium, with the aim to merge data of patients with hepatocellular carcinoma (HCC) managed in several centres. This cooperation permitted to analyse a multicentre, large cohort of HCC patients. Since then, the ITA.LI.CA group has progressively expanded to currently include 24 centres, and its database counts more than 9,000 patients. This article describes the history of the ITA.LI.CA consortium and presents its scientific production whose results greatly contributed to the incessant improvement of HCC management.
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Affiliation(s)
- Franco Trevisani
- Medical Semeiotics Unit, Department of Medical and Surgical Sciences, Alma Mater Studiorum, University of Bologna, Italy; IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
| | - Edoardo G Giannini
- Gastroenterology Unit, Department of Internal Medicine, University of Genoa, Genoa, Italy; IRCCS Ospedale Policlinico San Martino, Genoa, Italy
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Ho SY, Liu PH, Hsu CY, Ko CC, Huang YH, Su CW, Lee RC, Tsai PH, Hou MC, Huo TI. Tumor burden score as a new prognostic marker for patients with hepatocellular carcinoma undergoing transarterial chemoembolization. J Gastroenterol Hepatol 2021; 36:3196-3203. [PMID: 34159651 DOI: 10.1111/jgh.15593] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 05/26/2021] [Accepted: 06/20/2021] [Indexed: 01/09/2023]
Abstract
BACKGROUND AND AIM Size and number are major determinants of tumor burden in hepatocellular carcinoma (HCC). Patients with HCC undergoing transarterial chemoembolization (TACE) have variable outcomes due to heterogeneity of tumor burden. Recently, tumor burden score (TBS) was proposed to evaluate the extent of tumor involvement. However, the prognostic accuracy of TBS has not been well evaluated in HCC. This study aimed to assess its prognostic role in HCC patients undergoing TACE. METHODS A total of 935 treatment-naïve HCC patients receiving TACE were retrospectively analyzed. Multivariate Cox proportional hazards model was used to determine independent prognostic predictors. RESULTS Tumor burden score tended to increase with increasing size and number of tumors in study patients. The Cox model showed that serum creatinine ≥ 1.2 mg/dL (hazard ratio [HR]: 1.296, 95% confidence interval [CI]: 1.077-1.559, P = 0.006), serum α-fetoprotein ≥ 400 ng/dL (HR: 2.245, 95% CI: 1.905-2.645, P < 0.001), vascular invasion (HR: 1.870, 95% CI: 1.520-2.301, P < 0.001), medium TBS (HR: 1.489, 95% CI: 1.206-1.839, P < 0.001) and high TBS (HR: 2.563, 95% CI: 1.823-3.602, P < 0.001), albumin-bilirubin (ALBI) grade 2-3 (HR: 1.521, 95% CI: 1.291-1.792, P < 0.001), and performance status 1 (HR: 1.362, 95% CI: 1.127-1.647, P < 0.001) and status 2 (HR: 1.553, 95% CI: 1.237-1.948, P < 0.001) were associated with increased mortality. Patients with high TBS had poor overall survival in Barcelona Clinic Liver Cancer stage B/C and different ALBI grades. CONCLUSIONS Tumor burden score is a feasible new prognostic surrogate marker of tumor burden in HCC and can well discriminate survival in patients undergoing TACE across different baseline characteristics.
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Affiliation(s)
- Shu-Yein Ho
- Division of Gastroenterology and Hepatology, Min-Sheng General Hospital, Taoyuan City, Taiwan.,Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.,Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Po-Hong Liu
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Chia-Yang Hsu
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, Michigan, USA
| | - Chih-Chieh Ko
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yi-Hsiang Huang
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan.,Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Chien-Wei Su
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Rheun-Chuan Lee
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Radiology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ping-Hsing Tsai
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ming-Chih Hou
- Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Teh-Ia Huo
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan.,Faculty of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.,Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei, Taiwan
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31
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Ludwig JM, Iezzi R, Theysohn JM, Albrecht T, Posa A, Gross A. European Multicenter Study on Degradable Starch Microsphere TACE: The Digestible Way to Conquer HCC in Patients with High Tumor Burden. Cancers (Basel) 2021; 13:5122. [PMID: 34680272 PMCID: PMC8533832 DOI: 10.3390/cancers13205122] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 10/09/2021] [Indexed: 02/08/2023] Open
Abstract
To evaluate the safety and efficacy of transarterial chemoembolization with degradable starch microspheres (DSM-TACE) for the treatment of hepatocellular carcinoma (HCC) with a high tumor burden ineligible for or failing other palliative therapies, 121 patients from three European centers were included. Kaplan-Meier analysis was used for median overall survival (OS) and time to progression (TTP, mRECIST criteria) in months with a 95% confidence interval (95% CI). Uni- (UVA) and multivariate (MVA) analyses were performed using the Cox Proportional Hazard Model. The median OS of the study cohort was 15.5 (13.3-18.7) months. The UVA identified HCC lesions ≤10 cm, unilobar involvement, lower Child-Pugh class and Barcelona Clinic Liver Cancer (BCLC) stage, absence of vascular invasion, and extrahepatic metastases as factors for prolonged survival. MVA confirmed lesions of ≤10 cm and unilobar disease as independent OS factors. Median TTP was 9.5 (7.6-10.3) months. The best response was achieved after a median of 3 (range: 1-6) treatments with CR/PR/SD/PD in 13.5%/44.5%/25.2%/16.8%, respectively. DSM-TACE was well tolerated with no major clinical adverse events and only limited major laboratory events. Preserved liver function was observed after repetitive DSM-TACE treatments. Repetitive DSM-TACE is a safe, well-tolerated and effective treatment option for HCC patients with high tumor burden ineligible or failing other palliative therapies.
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Affiliation(s)
- Johannes M. Ludwig
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, Faculty of Medicine, University Duisburg-Essen, Hufeland Str. 55, 45147 Essen, Germany;
| | - Roberto Iezzi
- Department of Bioimaging and Radiological Sciences, Institute of Radiology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (R.I.); (A.P.)
| | - Jens M. Theysohn
- Institute of Diagnostic and Interventional Radiology and Neuroradiology, Faculty of Medicine, University Duisburg-Essen, Hufeland Str. 55, 45147 Essen, Germany;
| | - Thomas Albrecht
- Department of Radiology and Interventional Therapy, Vivantes-Klinikum Neukölln, Rudower Str. 48, 12351 Berlin, Germany; (T.A.); (A.G.)
| | - Alessandro Posa
- Department of Bioimaging and Radiological Sciences, Institute of Radiology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Università Cattolica del Sacro Cuore, 00168 Rome, Italy; (R.I.); (A.P.)
| | - Alexander Gross
- Department of Radiology and Interventional Therapy, Vivantes-Klinikum Neukölln, Rudower Str. 48, 12351 Berlin, Germany; (T.A.); (A.G.)
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Yang X, Hu Y, Yang K, Wang D, Lin J, Long J, Xie F, Mao J, Bian J, Guan M, Pan J, Huo L, Hu K, Yang X, Mao Y, Sang X, Zhang J, Wang X, Zhang H, Zhao H. Cell-free DNA copy number variations predict efficacy of immune checkpoint inhibitor-based therapy in hepatobiliary cancers. J Immunother Cancer 2021; 9:jitc-2020-001942. [PMID: 33972389 PMCID: PMC8112417 DOI: 10.1136/jitc-2020-001942] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2021] [Indexed: 12/19/2022] Open
Abstract
Background This study was designed to screen potential biomarkers in plasma cell-free DNA (cfDNA) for predicting the clinical outcome of immune checkpoint inhibitor (ICI)-based therapy in advanced hepatobiliary cancers. Methods Three cohorts including 187 patients with hepatobiliary cancers were recruited from clinical trials at the Peking Union Medical College Hospital. Forty-three patients received combination therapy of programmed cell death protein 1 (PD-1) inhibitor with lenvatinib (ICI cohort 1), 108 patients received ICI-based therapy (ICI cohort 2) and 36 patients received non-ICI therapy (non-ICI cohort). The plasma cfDNA and blood cell DNA mutation profiles were assessed to identify efficacy biomarkers by a cancer gene-targeted next-generation sequencing panel. Results Based on the copy number variations (CNVs) in plasma cfDNA, the CNV risk score model was constructed to predict survival by using the least absolute shrinkage and selection operator Cox regression methods. The results of the two independent ICI-based therapy cohorts showed that patients with lower CNV risk scores had longer overall survival (OS) and progression-free survival (PFS) than those with high CNV risk scores (log-rank p<0.01). In the non-ICI cohort, the CNV risk score was not associated with PFS or OS. Furthermore, the results indicated that 53% of patients with low CNV risk scores achieved durable clinical benefit; in contrast, 88% of patients with high CNV risk scores could not benefit from combination therapy (p<0.05). Conclusions The CNVs in plasma cfDNA could predict the clinical outcome of the combination therapy of PD-1 inhibitor with lenvatinib and other ICI-based therapies in hepatobiliary cancers.
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Affiliation(s)
- Xu Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ying Hu
- Center of Integrative Medicine, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Keyan Yang
- Genecast Biotechnology Co., Ltd, Wuxi, China
| | - Dongxu Wang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jianzhen Lin
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Junyu Long
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fucun Xie
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jinzhu Mao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jin Bian
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Mei Guan
- Department of Medical Oncology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie Pan
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Li Huo
- Department of Nuclear Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ke Hu
- Center of Radiotherapy, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiaobo Yang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yilei Mao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xinting Sang
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jiao Zhang
- Genecast Biotechnology Co., Ltd, Wuxi, China
| | - Xi Wang
- Department of Immunology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Henghui Zhang
- Beijing Shijitan Hospital, Capital Medical University, Beijing, China; Ninth School of Clinical Medicine, Peking University, Beijing, China; School of Oncology, Capital Medical University, Beijing, China .,Institute of Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Haitao Zhao
- Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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33
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Tsilimigras DI, Hyer JM, Paredes AZ, Moris D, Sahara K, Guglielmi A, Aldrighetti L, Weiss M, Bauer TW, Alexandrescu S, Poultsides GA, Maithel SK, Marques HP, Martel G, Pulitano C, Shen F, Soubrane O, Koerkamp BG, Endo I, Sasaki K, Aucejo F, Zhang XF, Pawlik TM. Tumor Burden Dictates Prognosis Among Patients Undergoing Resection of Intrahepatic Cholangiocarcinoma: A Tool to Guide Post-Resection Adjuvant Chemotherapy? Ann Surg Oncol 2021; 28:1970-1978. [PMID: 33386544 DOI: 10.1245/s10434-020-09393-7] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 11/04/2020] [Indexed: 01/27/2023]
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34
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Dong DH, Zhang XF, Lopez-Aguiar AG, Poultsides G, Rocha F, Weber S, Fields R, Idrees K, Cho C, Maithel SK, Pawlik TM. Recurrence of Non-functional Pancreatic Neuroendocrine Tumors After Curative Resection: A Tumor Burden-Based Prediction Model. World J Surg 2021; 45:2134-2141. [PMID: 33768309 DOI: 10.1007/s00268-021-06020-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/07/2021] [Indexed: 10/21/2022]
Abstract
BACKGROUND Patients can experience recurrence following curative-intent resection of non-functional pancreatic neuroendocrine tumors (NF-pNETs). We sought to develop a nomogram to risk stratify patients relative to recurrence following resection of NF-pNETs. METHODS Patients who underwent curative-intent resection for NF-pNETs between 1997 and 2016 were identified from a multi-institutional database. The impact of clinicopathologic factors, including tumor burden score (TBS) (TBS2 = (maximum tumor diameter)2 + (number of tumors)2), was assessed relative to recurrence-free survival (RFS), and a nomogram was developed and internally validated. RESULTS With a median follow-up of 31.0 months (IQR 11.3-56.6 months), 66 (15.8%) out of 416 patients in the cohort experienced tumor recurrence. Overall, 3-, 5-, and 10-year RFS following curative-intent resection was 83.2%, 74.0%, and 44.7%, respectively. Several factors were associated with risk of recurrence including tumor grade (referent G1: G2, HR 4.07, 95% CI 2.29-7.26, p < 0.001; G3, HR 10.83, 95% CI 3.72-31.53, p < 0.001), lymph node metastasis (LNM) (HR 4.71, 95% CI 2.69-8.26, p < 0.001), as well as TBS (referent low: medium, HR 4.36, 95% CI 2.06-9.24, p < 0.001; high, HR 6.04, 95% CI 2.96-12.31, p < 0.001). A weighted nomogram including tumor grade (G1 0, G2 54.19, G3 100), LNM (N0 0, N1 42.06), and TBS (low 0, medium 44.07, high 56.48) was developed. The discriminatory power of the nomogram was very good with a C-index of 0.75 (95% CI, 0.66-0.79) in the training cohort and 0.71 (95% CI, 0.65-0.75) in the validation cohort. In addition, the nomogram performed better than the current 8th edition of AJCC TNM staging system, which had a C-index of 0.67 (95% CI, 0.60-0.73). CONCLUSIONS A nomogram that incorporated tumor grade, LNM, and TBS was established that had good discrimination and calibration. The nomogram may be an effective tool to stratify patients relative to recurrence risk following resection of NF-pNETs.
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Affiliation(s)
- Ding-Hui Dong
- Department of Hepatobiliary Surgery and Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Xu-Feng Zhang
- Department of Hepatobiliary Surgery and Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.,Division of Surgical Oncology, Department of Surgery, The Urban Meyer III and Shelley Meyer Chair for Cancer Research, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, 395 W. 12th Ave., Suite 670, Columbus, OH, USA
| | - Alexandra G Lopez-Aguiar
- Division of Surgical Oncology, Department of Surgery, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | - Flavio Rocha
- Department of Surgery, Virginia Mason Medical Center, Seattle, WA, USA
| | - Sharon Weber
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Ryan Fields
- Department of Surgery, Washington University School of Medicine, St. Louis, WI, USA
| | - Kamran Idrees
- Division of Surgical Oncology, Department of Surgery, Vanderbilt University, Nashville, TN, USA
| | - Cliff Cho
- Division of Hepatopancreatobiliary and Advanced Gastrointestinal Surgery, Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Shishir K Maithel
- Division of Surgical Oncology, Department of Surgery, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Timothy M Pawlik
- Division of Surgical Oncology, Department of Surgery, The Urban Meyer III and Shelley Meyer Chair for Cancer Research, The Ohio State University Wexner Medical Center and James Comprehensive Cancer Center, 395 W. 12th Ave., Suite 670, Columbus, OH, USA.
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Yao W, Xue M, Lu M, Wang Y, Zhao Y, Wu Y, Fan W, Li J. Diffuse Recurrence of Hepatocellular Carcinoma After Liver Resection: Transarterial Chemoembolization (TACE) Combined With Sorafenib Versus TACE Monotherapy. Front Oncol 2021; 10:574668. [PMID: 33425729 PMCID: PMC7793644 DOI: 10.3389/fonc.2020.574668] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 11/13/2020] [Indexed: 12/26/2022] Open
Abstract
This study aims to compare the effectiveness and complications of transarterial chemoembolization (TACE) combined with sorafenib (S-TACE) and TACE monotherapy in HCC patients with diffuse recurrence (DR). This retrospective study was approved by our hospital ethics committee, and all patients provided informed consent. We retrospectively enrolled 356 DR patients from January 2005 to December 2014, who underwent either S-TACE or TACE monotherapy. Treatment complications, overall survival (OS) and progression-free survival (PFS) were evaluated. Survival curves were constructed using the Kaplan-Meier method and compared using a log-rank test. Our results found a significant difference between S-TACE and TACE monotherapy in the PFS and OS of HCC patients with early diffuse recurrence (EDR) (p=0.011 and 0.049, respectively). Patients with late diffuse recurrence (LDR) who underwent S-TACE had longer OS (median 24.0 vs. 16.0 months; p=0.044) compared with those in the TACE monotherapy group. Subgroup analysis revealed that S-TACE therapy resulted in higher OS of EDR patients with tumors > 5 cm and HBV-DNA >100 (p=0.036 and 0.035, respectively), compared with patients given TACE monotherapy. S-TACE therapy also resulted in better OS in LDR patients with AFP≥400 ng/ml, AFP<400 ng/ml, TB<28 g/L, TB>28 g/L, and a maximum tumor diameter < 5 cm (p=<0.001, 0.042, <0.001, <0.001, and <0.001, respectively). The rate of major complications in patients who underwent S-TACE was not significantly different to those who underwent TACE monotherapy (33.5% vs. 28.2%, p= 0.69). Overall, patients given S-TACE had better OS in both EDR and LDR patients, but only EDR patients had better PFS.
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Affiliation(s)
- Wang Yao
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Miao Xue
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Mingjian Lu
- Department of Radiology, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China
| | - Yu Wang
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Yue Zhao
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Yanqin Wu
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Wenzhe Fan
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Jiaping Li
- Department of Interventional Oncology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
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Lai Q, Spoletini G, Mennini G, Laureiro ZL, Tsilimigras DI, Pawlik TM, Rossi M. Prognostic role of artificial intelligence among patients with hepatocellular cancer: A systematic review. World J Gastroenterol 2020; 26:6679-6688. [PMID: 33268955 PMCID: PMC7673961 DOI: 10.3748/wjg.v26.i42.6679] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 09/14/2020] [Accepted: 10/01/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Prediction of survival after the treatment of hepatocellular carcinoma (HCC) has been widely investigated, yet remains inadequate. The application of artificial intelligence (AI) is emerging as a valid adjunct to traditional statistics due to the ability to process vast amounts of data and find hidden interconnections between variables. AI and deep learning are increasingly employed in several topics of liver cancer research, including diagnosis, pathology, and prognosis. AIM To assess the role of AI in the prediction of survival following HCC treatment. METHODS A web-based literature search was performed according to the Preferred Reporting Items for Systemic Reviews and Meta-Analysis guidelines using the keywords "artificial intelligence", "deep learning" and "hepatocellular carcinoma" (and synonyms). The specific research question was formulated following the patient (patients with HCC), intervention (evaluation of HCC treatment using AI), comparison (evaluation without using AI), and outcome (patient death and/or tumor recurrence) structure. English language articles were retrieved, screened, and reviewed by the authors. The quality of the papers was assessed using the Risk of Bias In Non-randomized Studies of Interventions tool. Data were extracted and collected in a database. RESULTS Among the 598 articles screened, nine papers met the inclusion criteria, six of which had low-risk rates of bias. Eight articles were published in the last decade; all came from eastern countries. Patient sample size was extremely heterogenous (n = 11-22926). AI methodologies employed included artificial neural networks (ANN) in six studies, as well as support vector machine, artificial plant optimization, and peritumoral radiomics in the remaining three studies. All the studies testing the role of ANN compared the performance of ANN with traditional statistics. Training cohorts were used to train the neural networks that were then applied to validation cohorts. In all cases, the AI models demonstrated superior predictive performance compared with traditional statistics with significantly improved areas under the curve. CONCLUSION AI applied to survival prediction after HCC treatment provided enhanced accuracy compared with conventional linear systems of analysis. Improved transferability and reproducibility will facilitate the widespread use of AI methodologies.
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Affiliation(s)
- Quirino Lai
- Hepato-biliary and Organ Transplant Unit, Department of Surgery, Sapienza University of Rome, Rome 00161, Italy
| | - Gabriele Spoletini
- General Surgery and Liver Transplantation Unit, Fondazione Policlinico Universitario A Gemelli IRCCS, Rome 00100, Italy
| | - Gianluca Mennini
- Hepato-biliary and Organ Transplant Unit, Department of Surgery, Sapienza University of Rome, Rome 00161, Italy
| | - Zoe Larghi Laureiro
- Hepato-biliary and Organ Transplant Unit, Department of Surgery, Sapienza University of Rome, Rome 00161, Italy
| | | | | | - Massimo Rossi
- Hepato-biliary and Organ Transplant Unit, Department of Surgery, Sapienza University of Rome, Rome 00161, Italy
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Tsilimigras DI, Mehta R, Paredes AZ, Moris D, Sahara K, Bagante F, Ratti F, Marques HP, Silva S, Soubrane O, Lam V, Poultsides GA, Popescu I, Grigorie R, Alexandrescu S, Martel G, Workneh A, Guglielmi A, Hugh T, Aldrighetti L, Endo I, Spolverato G, Umberto C, Pawlik TM. Overall Tumor Burden Dictates Outcomes for Patients Undergoing Resection of Multinodular Hepatocellular Carcinoma Beyond the Milan Criteria. Ann Surg 2020; 272:574-581. [PMID: 32932309 DOI: 10.1097/sla.0000000000004346] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE The objective of the current study was to define surgical outcomes after resection of multinodular hepatocellular carcinoma (HCC) beyond the Milan criteria, and develop a prediction tool to identify which patients likely benefit the most from resection. BACKGROUND Liver resection for multinodular HCC, especially beyond the Milan criteria, remains controversial. Rigorous selection of the best candidates for resection is essential to achieve optimal outcomes after liver resection of advanced tumors. METHODS Patients who underwent resection for HCC between 2000 and 2017 were identified from an international multi-institutional database. Patients were categorized according to Milan criteria status. Pre- and postoperative overall survival (OS) prediction models that included HCC tumor burden score (TBS) among patients with multinodular HCC beyond Milan criteria were developed and validated. RESULTS Among 1037 patients who underwent resection for HCC, 164 (15.8%) had multinodular HCC beyond the Milan criteria. Among patients with multinodular HCC, 25 (15.2%) patients experienced a serious complication and 90-day mortality was 3.7% (n = 6). Five-year OS after resection of multinodular HCC beyond Milan criteria was 52.8%. A preoperative TBS-based model (5-year OS: low-risk, 73.7% vs intermediate-risk, 45.1% vs high-risk, 13.1%), and postoperative TBS-based model (5-year OS: low-risk, 80.1% vs intermediate-risk, 37.2% vs high-risk, not reached) categorized patients into distinct prognostic groups relative to long-term prognosis (both P < 0.001). Pre- and postoperative models could accurately stratify OS in an external validation cohort (5-year OS; low vs medium vs high risk; pre: 66.3% vs 25.2% vs not reached, P = 0.012; post: 61.4% vs 42.5% vs not reached, P = 0.045) Predictive accuracy of the pre- and postoperative models was good in the training (c-index; pre: 0.68; post: 0.71), internal validation (n = 2000 resamples) (c-index, pre: 0.70; post: 0.72) and external validation (c-index, pre: 0.67; post 0.68) datasets. TBS alone could stratify patients relative to 5-year OS after resection of multinodular HCC beyond Milan criteria (c-index: 0.65; 5-year OS; low TBS: 70.2% vs medium TBS: 54.7% vs high TBS: 16.7%; P < 0.001). The vast majority of patients with low and intermediate TBS were deemed low or medium risk based on both the preoperative (98.4%) and postoperative risk scores (95.3%). CONCLUSION Prognosis of patients with multinodular HCC was largely dependent on overall tumor burden. Liver resection should be considered among patients with multinodular HCC beyond the Milan criteria who have a low- or intermediate-TBS.
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Affiliation(s)
| | - Rittal Mehta
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | - Anghela Z Paredes
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | - Dimitrios Moris
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | - Kota Sahara
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | - Fabio Bagante
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
- Department of Surgery, University of Verona, Verona, Italy
| | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Silvia Silva
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Olivier Soubrane
- Department of Hepatobiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, Australia
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | - Razvan Grigorie
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | | | - Aklile Workneh
- Department of Surgery, University of Ottawa, Ottawa, Canada
| | | | - Tom Hugh
- Department of Surgery, The University of Sydney, School of Medicine, Sydney, Australia
| | | | - Itaru Endo
- Yokohama City University School of Medicine, Yokohama, Japan
| | - Gaya Spolverato
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
| | - Cillo Umberto
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
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Dong DH, Zhang XF, Lopez-Aguiar AG, Poultsides G, Makris E, Rocha F, Kanji Z, Weber S, Fisher A, Fields R, Krasnick BA, Idrees K, Smith PM, Cho C, Beems M, Schmidt CR, Dillhoff M, Maithel SK, Pawlik TM. Tumor burden score predicts tumor recurrence of non-functional pancreatic neuroendocrine tumors after curative resection. HPB (Oxford) 2020; 22:1149-1157. [PMID: 31822386 PMCID: PMC10182413 DOI: 10.1016/j.hpb.2019.11.009] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 09/10/2019] [Accepted: 11/19/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND To investigate the feasibility of Tumor Burden Score (TBS) to predict tumor recurrence following curative-intent resection of non-functional pancreatic neuroendocrine tumors (NF-pNETs). METHOD The TBS cut-off values were determined by a statistical tool, X-tile. The influence of TBS on recurrence-free survival (RFS) was examined. RESULTS Among 842 NF-pNETs patients, there was an incremental worsening of RFS as the TBS increased (5-year RFS, low, medium, and high TBS: 92.0%, 73.3%, and 59.3%, respectively; P < 0.001). TBS (AUC 0.74) out-performed both maximum tumor size (AUC 0.65) and number of tumors (AUC 0.5) to predict RFS (TBS vs. maximum tumor size, p = 0.05; TBS vs. number of tumors, p < 0.01). The impact of margin (low TBS: R0 80.4% vs. R1 71.9%, p = 0.01 vs. medium TBS: R0 55.8% vs. R1 37.5%, p = 0.67 vs. high TBS: R0 31.9% vs. R1 12.0%, p = 0.11) and nodal (5-year RFS, low TBS: N0 94.9% vs. N1 68.4%, p < 0.01 vs. medium TBS: N0 81.8% vs. N1 55.4%, p < 0.01 vs. high TBS: N0 58.0% vs. N1 54.2%, p = 0.15) status on 5-year RFS outcomes disappeared among patients who had higher TBS. CONCLUSIONS TBS was strongly associated with risk of recurrence and outperformed both tumor size and number alone.
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Affiliation(s)
- Ding-Hui Dong
- Department of Hepatobiliary Surgery, Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Xu-Feng Zhang
- Department of Hepatobiliary Surgery, Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China; Division of Surgical Oncology, The Ohio State University Wexner Medical Center, James Comprehensive Cancer Center, Columbus, OH, USA
| | - Alexandra G Lopez-Aguiar
- Division of Surgical Oncology, Department of Surgery, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | | | - Flavio Rocha
- Department of Surgery, Virginia Mason Medical Center, Seattle, WA, USA
| | - Zaheer Kanji
- Department of Surgery, Virginia Mason Medical Center, Seattle, WA, USA
| | - Sharon Weber
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Alexander Fisher
- Department of Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Ryan Fields
- Department of Surgery, Washington University School of Medicine, St. Louis, WI, USA
| | - Bradley A Krasnick
- Department of Surgery, Washington University School of Medicine, St. Louis, WI, USA
| | - Kamran Idrees
- Division of Surgical Oncology, Department of Surgery, Vanderbilt University, Nashville, TN, USA
| | - Paula M Smith
- Division of Surgical Oncology, Department of Surgery, Vanderbilt University, Nashville, TN, USA
| | - Cliff Cho
- Division of Hepatopancreatobiliary and Advanced Gastrointestinal Surgery, Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Megan Beems
- Division of Hepatopancreatobiliary and Advanced Gastrointestinal Surgery, Department of Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Carl R Schmidt
- Division of Surgical Oncology, The Ohio State University Wexner Medical Center, James Comprehensive Cancer Center, Columbus, OH, USA
| | - Mary Dillhoff
- Division of Surgical Oncology, The Ohio State University Wexner Medical Center, James Comprehensive Cancer Center, Columbus, OH, USA
| | - Shishir K Maithel
- Division of Surgical Oncology, Department of Surgery, Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Timothy M Pawlik
- Division of Surgical Oncology, The Ohio State University Wexner Medical Center, James Comprehensive Cancer Center, Columbus, OH, USA.
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Tsilimigras DI, Mehta R, Guglielmi A, Ratti F, Marques HP, Soubrane O, Lam V, Poultsides GA, Popescu I, Alexandrescu S, Martel G, Hugh T, Aldrighetti L, Endo I, Pawlik TM. Recurrence beyond the Milan criteria after curative-intent resection of hepatocellular carcinoma: A novel tumor-burden based prediction model. J Surg Oncol 2020; 122:955-963. [PMID: 32602143 DOI: 10.1002/jso.26091] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Accepted: 06/13/2020] [Indexed: 01/27/2023]
Abstract
BACKGROUND Accurate prediction of recurrence patterns of hepatocellular carcinoma (HCC) may allow for prioritization of patients for resection or transplantation as well as guide post-resection surveillance strategies. METHODS Patients who underwent curative-intent R0 resection for HCC between 2000 and 2017 were identified using a multi-institutional database. A prognostic model that incorporated HCC tumor burden score (TBS) to predict recurrence beyond the Milan criteria (MC) was developed and validated. RESULTS Among 718 patients who underwent R0 resection for HCC, 185 (25.8%) recurred within and 110 (15.3%) beyond the MC. On multivariable analysis, AFP more than 400 ng/mL (hazard ratio [HR] = 2.26; 95% confidence interval [CI]: 1.27-4.02), lymphovascular invasion (HR = 2.00; 95% CI: 1.14-3.50), and TBS (HR = 1.08; 95% CI: 1.03-1.12) were associated with recurrence beyond the MC. A weighted TBS-based score was constructed: [0.074*TBS + 0.692*lymphovascular invasion (yes: 1, no: 0) + 0.816*AFP > 400 (yes:1, no:0)]. Patients with a low, medium, and high TBS-based risk score had a 5-year incidence of recurring beyond the MC of 16.2%, 28.6%, and 47.2%, respectively (P < .001). The predictive accuracy of the model was very good in the training (C-index: 0.761) and validation (C-index: 0.706) datasets and outperformed the previously reported clinical risk score (CRS; C-index: 0.680). CONCLUSION A TBS-based model accurately predicted recurrence beyond MC after curative-intent resection of HCC and outperformed the CRS. Incorporating TBS allows for better risk stratification and identifies patients in need of closer surveillance.
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Affiliation(s)
| | - Rittal Mehta
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
| | | | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Olivier Soubrane
- Department of Hepatobiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, Australia
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | | | - Tom Hugh
- Department of Surgery, School of Medicine, The University of Sydney, Sydney, Australia
| | | | - Itaru Endo
- Department of Gastroenterological Surgery, Yokohama City University School of Medicine, Yokohama, Japan
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, Ohio
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40
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Tsilimigras DI, Moris D, Hyer JM, Bagante F, Sahara K, Moro A, Paredes AZ, Mehta R, Ratti F, Marques HP, Silva S, Soubrane O, Lam V, Poultsides GA, Popescu I, Alexandrescu S, Martel G, Workneh A, Guglielmi A, Hugh T, Aldrighetti L, Endo I, Sasaki K, Rodarte AI, Aucejo FN, Pawlik TM. Hepatocellular carcinoma tumour burden score to stratify prognosis after resection. Br J Surg 2020; 107:854-864. [PMID: 32057105 DOI: 10.1002/bjs.11464] [Citation(s) in RCA: 105] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 10/23/2019] [Accepted: 11/15/2019] [Indexed: 01/27/2023]
Abstract
BACKGROUND Although the Barcelona Clinic Liver Cancer (BCLC) staging system has been largely adopted in clinical practice, recent studies have emphasized the need for further refinement and subclassification of this system. METHODS Patients who underwent hepatectomy with curative intent for BCLC-0, -A or -B hepatocellular carcinoma (HCC) between 2000 and 2017 were identified using a multi-institutional database. The tumour burden score (TBS) was calculated, and overall survival (OS) was examined in relation to TBS and BCLC stage. RESULTS Among 1053 patients, 63 (6·0 per cent) had BCLC-0, 826 (78·4 per cent) BCLC-A and 164 (15·6 per cent) had BCLC-B HCC. OS worsened incrementally with higher TBS (5-year OS 77·9, 61 and 39 per cent for low, medium and high TBS respectively; P < 0·001). No differences in OS were noted among patients with similar TBS, irrespective of BCLC stage (61·6 versus 58·9 per cent for BCLC-A/medium TBS versus BCLC-B/medium TBS, P = 0·930; 45 versus 13 per cent for BCLC-A/high TBS versus BCLC-B/high TBS, P = 0·175). Patients with BCLC-B HCC and a medium TBS had better OS than those with BCLC-A disease and a high TBS (58·9 versus 45 per cent; P = 0·005). On multivariable analysis, TBS remained associated with OS among patients with BCLC-A (medium TBS: hazard ratio (HR) 2·07, 95 per cent c.i. 1·42 to 3·02, P < 0·001; high TBS: HR 4·05, 2·40 to 6·82, P < 0·001) and BCLC-B (high TBS: HR 3·85, 2·03 to 7·30; P < 0·001) HCC. TBS could also stratify prognosis among patients in an external validation cohort (5-year OS 79, 51·2 and 28 per cent for low, medium and high TBS respectively; P = 0·010). CONCLUSION The prognosis of patients with HCC varied according to the BCLC stage but was largely dependent on the TBS.
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Affiliation(s)
- D I Tsilimigras
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - D Moris
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - J M Hyer
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - F Bagante
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
- Department of Surgery, University of Verona, Verona, Italy
| | - K Sahara
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - A Moro
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - A Z Paredes
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - R Mehta
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
| | - F Ratti
- Department of Surgery, Ospedale San Raffaele, Milan, Italy
| | - H P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - S Silva
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - O Soubrane
- Department of Hepatobiliopancreatic Surgery, Assistance Publique - Hôpitaux de Paris, Beaujon Hospital, Clichy, France
| | - V Lam
- Department of Surgery, Westmead Hospital, Sydney, New South Wales, Australia
| | - G A Poultsides
- Department of Digestive Disease Institute, Stanford University, Stanford, California, USA
| | - I Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | - S Alexandrescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | - G Martel
- Department of Surgery, University of Ottawa, Ottawa, Ontario, Canada
| | - A Workneh
- Department of Surgery, University of Ottawa, Ottawa, Ontario, Canada
| | - A Guglielmi
- Department of Surgery, University of Verona, Verona, Italy
| | - T Hugh
- Department of Surgery, University of Sydney, School of Medicine, Sydney, New South Wales, Australia
| | - L Aldrighetti
- Department of Surgery, Ospedale San Raffaele, Milan, Italy
| | - I Endo
- Yokohama City University School of Medicine, Yokohama, Japan
| | - K Sasaki
- Department of Digestive Disease Institute, Cleveland Clinic, Cleveland, Ohio
| | - A I Rodarte
- Department of Digestive Disease Institute, Cleveland Clinic, Cleveland, Ohio
| | - F N Aucejo
- Department of Digestive Disease Institute, Cleveland Clinic, Cleveland, Ohio
| | - T M Pawlik
- Department of Surgery, Ohio State University Wexner Medical Center, Columbus, USA
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Tsilimigras DI, Mehta R, Moris D, Sahara K, Bagante F, Paredes AZ, Farooq A, Ratti F, Marques HP, Silva S, Soubrane O, Lam V, Poultsides GA, Popescu I, Grigorie R, Alexandrescu S, Martel G, Workneh A, Guglielmi A, Hugh T, Aldrighetti L, Endo I, Pawlik TM. Utilizing Machine Learning for Pre- and Postoperative Assessment of Patients Undergoing Resection for BCLC-0, A and B Hepatocellular Carcinoma: Implications for Resection Beyond the BCLC Guidelines. Ann Surg Oncol 2020; 27:866-874. [PMID: 31696396 DOI: 10.1245/s10434-019-08025-z] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Indexed: 02/05/2025]
Abstract
BACKGROUND There is an ongoing debate about expanding the resection criteria for hepatocellular carcinoma (HCC) beyond the Barcelona Clinic Liver Cancer (BCLC) guidelines. We sought to determine the factors that held the most prognostic weight in the pre- and postoperative setting for each BCLC stage by applying a machine learning method. METHODS Patients who underwent resection for BCLC-0, A and B HCC between 2000 and 2017 were identified from an international multi-institutional database. A Classification and Regression Tree (CART) model was used to generate homogeneous groups of patients relative to overall survival (OS) based on pre- and postoperative factors. RESULTS Among 976 patients, 63 (6.5%) had BCLC-0, 745 (76.3%) had BCLC-A, and 168 (17.2%) had BCLC-B HCC. Five-year OS among BCLC-0/A and BCLC-B patients was 64.2% versus 50.2%, respectively (p = 0.011). The preoperative CART model selected α-fetoprotein (AFP) and Charlson comorbidity score (CCS) as the first and second most important preoperative factors of OS among BCLC-0/A patients, whereas radiologic tumor burden score (TBS) was the best predictor of OS among BCLC-B patients. The postoperative CART model revealed lymphovascular invasion as the best postoperative predictor of OS among BCLC-0/A patients, whereas TBS remained the best predictor of long-term outcomes among BCLC-B patients in the postoperative setting. On multivariable analysis, pathologic TBS independently predicted worse OS among BCLC-0/A (hazard ratio [HR] 1.04, 95% confidence interval [CI] 1.02-1.07) and BCLC-B patients (HR 1.13, 95% CI 1.06-1.19) undergoing resection. CONCLUSION Prognostic stratification of patients undergoing resection for HCC within and beyond the BCLC resection criteria should include assessment of AFP and comorbidities for BCLC-0/A patients, as well as tumor burden for BCLC-B patients.
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Affiliation(s)
| | - Rittal Mehta
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Dimitrios Moris
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Kota Sahara
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Fabio Bagante
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
- Department of Surgery, University of Verona, Verona, Italy
| | - Anghela Z Paredes
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Ayesha Farooq
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Silvia Silva
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Olivier Soubrane
- Department of Hepatobiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, NSW, Australia
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | - Razvan Grigorie
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | | | - Aklile Workneh
- Department of Surgery, University of Ottawa, Ottawa, ON, Canada
| | | | - Tom Hugh
- Department of Surgery, The University of Sydney, School of Medicine, Sydney, NSW, Australia
| | | | - Itaru Endo
- Yokohama City University School of Medicine, Yokohama, Japan
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA.
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Intrahepatic cholangiocarcinoma tumor burden: A classification and regression tree model to define prognostic groups after resection. Surgery 2019; 166:983-990. [PMID: 31326191 DOI: 10.1016/j.surg.2019.06.005] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Revised: 03/18/2019] [Accepted: 06/06/2019] [Indexed: 12/21/2022]
Abstract
BACKGROUND Tumor burden is an important factor in defining prognosis among patients with primary and secondary liver cancers. Although the eighth edition of the American Joint Committee on Cancer staging system has changed the criteria for staging patients with intrahepatic cholangiocarcinoma to better define the effect of tumor burden on prognosis, the impact of intrahepatic cholangiocarcinoma tumor burden on overall survival has not been examined using a machine-learning tool. METHODS Patients who underwent resection of intrahepatic cholangiocarcinoma at 1 of 14 participating international hospitals between 1990 and 2015 were identified. Classical survival models and the Classification and Regression Tree model were used to identify groups of patients with a homogeneous risk of death and investigate the hierarchical association between variables and overall survival. RESULTS Among 1,116 patients included in the analysis, tumor size was ≤5 cm in 447 (40.1%) patients and >5 cm in 669 (59.9%) patients. Although 82.9% (n = 926) of patients had a single intrahepatic cholangiocarcinoma, 9.9% (n = 110) and 7.2% (n = 80) of patients had 2 and ≥3 tumors, respectively. Patients with intrahepatic cholangiocarcinoma tumors ≤5 cm and >5 cm had a 5-year overall survival of 51.7% and 32.6%, respectively (P < 0.001). Five-year overall survival decreased from 44.6% among patients with a single intrahepatic cholangiocarcinoma to 28.1% and 14.2% among patients with 2 and ≥3 intrahepatic cholangiocarcinomas, respectively (P < 0.001). Among the combinations of tumor size and intrahepatic cholangiocarcinoma tumor number used to estimate tumor burden, logarithmic transformation of tumor size (log tumor size) and intrahepatic cholangiocarcinoma tumor number had the highest concordance index. The Classification and Regression Tree model identified 8 classes of patients with a homogeneous risk of death, illustrating the hierarchical relationship between tumor burden (log tumor size and number of intrahepatic cholangiocarcinomas) and other factors associated with prognosis. CONCLUSION Intrahepatic cholangiocarcinoma tumor size and number demonstrated a strong nonlinear association with survival after resection of intrahepatic cholangiocarcinoma. A log-model Classification and Regression Tree-derived tumor burden score may be a better tool to estimate prognosis of patients undergoing curative-intent resection of intrahepatic cholangiocarcinoma.
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